{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "from data import NoisyDataset"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "from torch.utils.data import DataLoader"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "metadata": {},
   "outputs": [],
   "source": [
    "data_ = NoisyDataset('dataset/train', crop_size=128) # Default gaussian noise without clean targets"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "metadata": {},
   "outputs": [],
   "source": [
    "dl = DataLoader(data_, batch_size=1, shuffle=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 30,
   "metadata": {},
   "outputs": [],
   "source": [
    "import matplotlib.pyplot as plt"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 31,
   "metadata": {},
   "outputs": [],
   "source": [
    "import torch\n",
    "import numpy as np"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 32,
   "metadata": {},
   "outputs": [],
   "source": [
    "def show(img):\n",
    "    plt.figure()\n",
    "    npimg = torch.squeeze(img).numpy()\n",
    "    plt.imshow(np.transpose(npimg, (1,2,0)))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 35,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<Figure size 432x288 with 0 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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MdWPmFQAqfGSh1x5WW4cj3WnIEbfRsUcckaOfH0m+YtfHLyrMG5F8nBPZ9wEQ88ZeANpThVwiFyew+JBInJdmlDvw5cvjDN8ui17XqzFot4nGYVrP5dsI8nV4i9/pNhdQ2y7Et86iyMeJVh9m5oRo8hZs13j7HaU8SvO4qkLorjlE/Xy01pbflKsuR1/Z0uEsMzfa67kfHxMB88VZ8Vklq27gunMav6N54lOqOiHV00i2y5CV39Yfy+HzqvOCk9Zmcl46AAnHTsBTCgGvG1EUYroxDzdHrb/pIHE3rvXraL9FdSUJSFKn7jI9UYm5XXPwtS2BfxdS+FwoBVdfD0vy5hwc62dJDhWscq8VXN9fKkjl9JtB8q5p0n3sbgYgoNFCoVmL39FNi8RmMBj7JD33jpF9d327EaddsZT32xUEST2nCa7a7EvSVW3a1DDBUy/nRNru00Jx36323PYvIsUGT/RhsRf8Dj6zBIDe4AZGnVSeS74W83RADa0Ogqozb2mTm+NE4eTl+tEsDwh3zTnZroPU7FMd/TZSjHF+UhJXsbDZTm07FqpNvGS6iCszUmK5E3rOo6SJ89v1nF+NYG21hyCyu6MfLnuMOpWmwDU/GP5XKbEfPa6G7Cm+hG3lcX1fJRch1FWh19jT3hwLFAHoZGzaUL9pps+rfw2J2kCNaVJcbg47OHZ+JQC3jMqd2WBbyceXpAjHF8qFml3ahm2vPls8ovIrBrR2r6Rd4fYGJVHVNEr5ZTel0D10AgDHG6R4RzpLcV26AQCTQQq31UrRDHgfxblYY+sVJkV0ddCJgFQp/ryeKwBUpkxgW6J11+hyj8ZxTixrQPyb9P9Rm/C0j8jQNHtbar30d+hq1fnYEbmqx/3PsSNJxO5DFrk1kXXTHNghBRHvor6P3RdK24h+m1EpxZx2nXJSdj6XQODd6nurj0jqjNpeMtwU2j6YJiVfNdHFglQRqKldcmn/dEBh5JTsLtLOSDk+/aeXre6DVaxilU8vnwuk4Bjsbwl7YCu3v3uF4ChlGv4uWJY/bGwjAJVuFdAvrbwtVKRbXFQRT9QJzr4fqNDQ5epDnJ+QxvVul4ZsWSOip7bak3WOQg2XG0XcPF61mBfuPAqAaVzWJPMde9oXylKED/0YgLrnlC73wKVLjI0qLtheI1gWnj1L+/Uyv2+/J6v6rbTVfP0hwfSSYVmMTPN5tfViL/1DamPGVlnXbp98ll5QecWKJtEm/pPON1pZHimr5jghi14T08TksIisj9JkHe5sr2XCXSHXKzuM7MglGsdWP3syOmXdZ9cplDljvou5AYXSFjU3AXB4qIPS43ouOkJIq9FRczLXlgEpwsSrTgodvL08DscTsvJxAeqTu7eIMJutldhflaVLalFZ9TF+/GmfglKbY4W0QtYt5v1fyg3cOqNQ8Xikxi56sTdnrirTz8FJKCIkpoPWEYXl3G01n02NHiSUqP6r8ScAKBh8DACvsTdwz9c67zUs/xszc6zrVTsXGOcELn5wnoh/+TIAA2Wa4ypXWe1VzbY0b1M6d/sPRea5p7zDmNNWAPKDhSJ2jcvFCfO0MD6sMlbOyH29MvYgE9VCCrFrjHMi5ot0uwnt2M7LiGdmqZ7ew3VUhcjN2NptpHN7jNERIZQRdUUo0MHPmZxYIcTCfiGhnAbNcdsND1D1W43briPftCIFq1jFKp9ePhdIwd7kbPEjDs/MMjztdb4h0F2WIurGPwHwYe1agsZ2AxDzhsI0d92cxGyF0mKHtssP/s4Ll/E3bwHA/+s6tJP/tkigq0EWyiyytN0e0sBfbepkv48084JmMWwf+sTD1NsA/MFfSMQx5/cAHMl/jtVGCKn/I+N04KV+ho1QU3ScwpW7ojwI2S3Lvz5LBNy7800A7O7u5juTYoTuilLYrzAslntW6SDM8JyeM7lFAeBBE6fQ33M9CqmOVrpS4qT683J3AuBUtJkOV1mxOS+F8dpRP7P6zrOvXuhh0FZlZLpcomOP+IuJKlmuicQVxDkJDUwJgODnJLT2UlwFC6fEp5g71M+1aQf5Q7nm4OYA8QaV7rI1Tq7L8eoTmulpEwHXNb2EvGEdUHPMFRdSNngTMctfVXt7dHDJa14p56b376Dxi0IbM8VCYXNRbqSfVDtm8sWdjHaaSRs1Dq8tEno4XSl0MtM7T06M0E/2sNbOy0NmFrgIcU4kiAStcJwn6qpQ0ZCfEsh8G3WYrScokyQPocu6Yq0hu+QELmepzx6mKPVv7/sA3DZ2I/mdJwC4+gWNX2dRP/OhIlKDXMULOJij6ejyNv5WOHPFKSGeM6uup3T0cQCaHtc8tuzPJCNE6zT62kMAnCr5mGduUr9avcURBfuJE+sLHcSvTRN5/9pv/e8hGv3d3Cw3paZSl+NB5GljQQYLTjq16lDRhZgMXGYVH74uToTSz775FFi0wClXX9869TOO+v0MgPqGbwCQPaGF79Aaye9NWgAO9YKM4UER3BAlovGsl2Dwtbaj+EapPPvTWiSuU2Kt/SLWEBxkxMsdxCR3lNuReYfOVHgVazNe27OR6ds+AOD0y5qUJZFamKbhQVJ+IUUx1SRfwcfpNsbSVKe3cQy3oOxZAOYe/ym+lXKFJpOVR3+1L5W8SinJo/0aj/R+X4ZctRHCFouBP2PSIglv7+WFC1p0gaVSJgFxh1jRq2zOuUBtuKKJH9AdLYXo4SL4O3dUufZJuW/SuENw+trX9d3WkzF0GXkbw2b1r9akti5N96SpTC7ZbI/m4FLkzdx1TWz72Q2GO9PmgHuLCL6sQBHL4wdEqHp+t4+LxSLqQscFm4PLQtjjJ0V/S5/afyJ/BLsJKdWow8qrqL5XRK9/WwmLs7WRiw6JxZ+LeQM7JynQgCP6/8jtUQRVSnld16ezFwcHxAjbbjLxicMJtaNLft1wRBUhHyncM7naWFcn1I9EVxemJxVNaPXW2F4KXYypQVA+xktGLymri5KHRTTa3CxFUX6uCYDRJzLYGKQwQvjzIkPtVi/hYouI9EjDje32HiHeQ4rZYUrPv5aveXrkk2rOpiiCt+eRW63ug1WsYpVPL/9jR6f/vQzNOLO7O5Wekn2s6ZFlHrQIUm25XtCrtq2d8hZp+7ZSaciZoUJGjNyCIRvFxoOmZmj7ibIKmzOllRfGfwGA3KByVjWIVExs0O+6bfp5Z0aEl/24SKjkkXcpvqR25LqKFGudluVaPtvF2fPSpfdFKAxUY5fMO2/+GYDr1/8LAO0/v0L6BZV3268FdasKZTmqVtTxhStCJS9E6mxC3oGdRDkLqu4zyLnaPvXJufwLjJUqy63shrsA+Ebec5wpFWSMcBUaaI0Kp9NWrsRLpxQ/T39HmW5Ho1r48hq5U05ZavdE6yJOXVObPNpkfWYv/p7bvysSsbBTefzZ1x0CICP1W+wbFuR/PF+5In1+/tQeEAHcv01j6z0sa7VvcogUIxRZ7/wVAMKOtzEeqPyOmEhZyOV1ydQNK/vznTPq08qnladSeTSDxRGaq64WuSJ2Kc14dhoX4xgXkqwKOU7pUaG18vX6zK/YOFV5uZMLISJ724zbbdLGe2k2idSsTpMVtrzpQr5xtvfPtrpjo9pdfXGuiWVu+msAxM7KVa250kl8syxy9bTmp8RAgy3mQcwuQjMBNSIhA+f76DCrD2az1lV/iTe+v1T+zayNENHt54R46v8Kls1CdylxatgjlnLuuKjxbnhCazJzRwOjPppbl6Q/AJD0qgBBxTeXkPHaDgCMiPR/K1akYBWrWOVv5HPBKbjbuVqyPFM4mRBMqL/0meuIfLr7R6TZj7mZaU6Qv3n7kPwnj5IPWPZtJdgc2yW/vaqrj8ou6bqYxSKGsBc/UT17GZ82JZcsXK9Q3GSQJy/tk08ZOqTv4lYe5OR+WayvFCnEVFkgrew818Ocj1DM5Xn9P31hKX3G7U1tXrrfYW1uPG6nZMG7Nv4TAIk18nUDRzspNa4FO7dR/UuoMNOSqL8Dd8uSjnWKP/jBV3s5OywOYldPEwBfyh8hK1ykrLlL41I3ak/avUJRhX+UJfKuEgqy+2IWd8XLyndVyYrs7yuk+LASjbqME6Vfdd3OofXidZ4cVpqc203icmAj9Ygoiz0qXmLYIYcLM0JkRYVPADC3SuHZ+NPhHKoVeki3lfU+m7SOqIVCRxRrjkcvXGUqXqiqYqEI25xShW9H3G4ipUt1XW7XOYqg2A2cHBfS8kkSEop178arSX2daRBCqPTROomMncOzTejIc0QkZ9toEq7hatP2cSXA/XNPDv5hapuTp5BNX4vmoNR2nuUfyecPfUUZng27urk8KcTikCm+Y+q8+uFgY8fdaSr3YLis/PhVe7KKNVbOBSJI+2Nc6SzROmm00fykZQrAl31yiXp7tTvEQ/Xk08+0vzitBREKw9ee6WVsXt+3LRB/4NEutBc/u4CozUJk31j9s/89RKONq5vFKSmVNXdMMvK82Hg3Tw1ox7hiuA5hC2iL1GZ/0kEMb3Lgy1y3WHHZXeUvAPDzP0LEAi2s8iHBvKRsTX7vZC5ub4oIPJ0gQu6Ob5oY2iniqMtLB4GGP0ljwk4kYp1Zkxw3q7rdVs3jOChFtHhal74c949gNEywPe49seeuOe6UBjQB4PyuIGXCLVrIV9pOs9RFm9zB9WX1s2wFhzepr5sCpMyKL2lzfe8rPrTX6Cqw9FLB2Zu+cztvNqj8GCcpmOn8Fcwdl1K4ekCbyrJMKbNuA2fpMCnX4YkIXeyy5/Vq1jyuxRQWb0DS4fVEVeiCmfJoQf+5y1EAZMRGMWTA43OfaH4sDGHbKRdvwWoRtr9+WxvJoc0V71ERdY0emtcu01myx1VG++P6nfnoBHPzIvh812gxZx0Q674zeJj8JdoEjd8XHF+xcQVnmrQx5xeJqA2q82LYX3kJjcbx5zxfuURXnSxEnpUr5GsopKbXfejOUHSozEntTTP7U98to7RosVLlF0wZeS2xbQwYt3H5hMgYeLkGMnBKLt6xKeWEx9mqH3e4ZTBs3Dea5CkS8vz5TLqWqbyJEa1D3+ZA2t00Rj+ulCH6wzIZIHunj4j6RPPXuVERssCWWZKu0/UCxeW60CVuZpjKCBHLA0/JFem5VW3NnpjjYIpxJP/JHVai0SpWscqnl88FUvDx9rKsW7Oc8GILbyUY14cNRgEwF6+zCj1+brhMKj/gRiNG/qPcX+O0xGCG5hWee/SFp9jro/jztEmIYcEBaeJ1oQ9hZ1i/TyyyNMV7/XBfrJCRc4SOxkbmm6n4yQkAoowyTgcbYbaQrxPVI2hekihYnXptKxcTjeOsxtHffL8ZKq/IAmXdJrTR94LIIMvMLAUrjEtZghUaDZmvoO5lkZsD9ypGvsRT4VZb7x7qG/R82x8E7bd8J4esO2Vx+wLl9niUDmNKEwKqRiHUzBGhkwAPO44eUG5E8QGReHmT8yx+WGHbskFdRJPt5UBtlSxtUI6s9uhlIaP+3ibCjFuUW+4Q1A0oH2M2RkTawS/JtXDZJLj/SeMMq5xkuS6v1fiUH+on1si56KnSXJRGN/J1k8i1okQRjvmXZC1fznqIOzxElO19TX1JWrCYuhtkzzx3KGNz+exqlnkILZoX6buTIyJbTbHHuFQhgi/fXZmQw1Emxg5rPOZDdJam2r2C6DjNqe+wUI9tqC4oyd09yvNDancYmotIl2oG4rU+/M6qvYOhIoknZ5rwxAhBDwgpBPTaURejcsfb5W6cC3QnzFW/Kdgk12LnYBMAW9rjmJ5RGWO1chUeNZ3mdxlCfNE2+q65K5/8MdXx/qhcycVzynY0b/OkZEAI6+Q/HbQiBatYxSqfXj4XSMHOJ8Ditf5Wrmsc5HiqNN7aUREm3dkijbpGhvCNVKZX3IsK3dz0vUfIWKaTYg1H5Ifbz9/IX87/MwB7ZqT1BxsULrq9ZpLSWPmxTR3y/WLjZnA8IZLSZ5sSUTaddeW5cdVfd7NCjEkzsoZrD/nxG+MKuFVZslKmOR9u8pD2vrxASKG+oJuIw7IKU66qnwH5+3Y93TikyrrnTAv1nFu4Excv+YHRRrjUPK1/1876EHhJFqnNRejDZ88lvvNjKf3x74qYjO++mcHhBwCIqDSOX26OVe2DAAAgAElEQVQ1DlAU13JpkYgyyxGF4KJWlDE4pz4ndojQqugOpWVeVj0iVYhiolJWKrViMeNrZRG9G94BYO/RQa5fqfFrLJdlrq7UHE7mreTqgBHOrBbq+GDcn9hFxpHm94SgerfMMe4tK5lyREin5SYjucwErq0iDDvtFP5bEFzNK81qxw1zQizHqs34xjcBsKpVPFN3ehQADra7ie9SktNXjYtmss2FBJco89X3PnEPNnYORA2IlCstk9/uGKS2etr1MOsjdFlUqDnL8FtHc5mQTWyI9lFbk/gG02JXxg1Ow+aiuIKBhBIW+SpDtjtICVyn27bw0Idq0/lnNUYeHwrVBC0qpvvU1wHwyxViHr3SxkJbhaW7s1R3d30I/sa7S86lKlksuFshWC+/k6RU6uzPV196xIoUrGIVq3x6+VwgBUc3kyU41Y7slVFMDN2tD03Khe9ZKgud8clCZs3SjHHnhAryHw3Fv0tacO6srPDC+97kR8d1Quz0ZV3+MXOvfPmLLS1kW4QUUs0KQ3ZGHWbPq7IiUbdLi8+7nmfZSVmx2i6xyx2hKwEIcnqV+VrVOZGtEGJQnAO1NrJmq1+UFe5feQONqE0TNjrhtniZ2O7Y8ZsZndbJuSLjyvbcplEuD6o886iU+W2Tet7XUsz+XlkTOyeFEK8FX+Jxw1o+vFtMvT3HOVOkpKKy3bK0q5fIqkz7FpJa9T2N7Qpd0sFBJyZdZWGctsvimnd+RJOXfNX5CiELnw1CVaFjCRAsK1y4T+2en/gAHzuFLi0Zip6ccNAls0N7/oydrRH9uCwEMHW/Lc0/Upjy3aXGmZOrdjgXyBfuXqh2WJqM91YsSiX0bVnOa/5GyvZIC/ZTCj9OPSge5p6DAxyIF+dUXikkt9XbeLHMQBbXG5zQdKTmZ8XN+TS/KP7qxUvinJYFlXPgLaGjW+6WlX/VdBMAP22Gr/oIQT1kvFKlOCiOuAJFtgb3Ci1dzFY9bvNJVLkLJV1nFvKbJ4PGciUjxdUI9fan9BF2SZGIvR7iwvxy1c/6JfFsOqy22TjJ8o9NZOFqp7sVQl2bAOipiCB1o9ZptYtCnYmXhfzavE/TcUVr+a+Hnv6fvbj108isiyO9meGMmv0IOPERALUR2rSWj0W6TS97n6G9UhALvASJ3f3M+LbpcIjLAm2gJyufZMYg1E6v1LHWLXs0wdfXLqFig2DYsIvcgwVHArBkCTCVtYmQWdrnQFeKJnfORQRYyEpt8Ji/ZNKVIhibZ9wMXV2dxo2jcllOZmqRBsaH4IsmyuGo+tLmKXdmYLyOscVa6EnFCreV9Z5mW6k2/Ctf1sIduCqi8UTKFL31chFuCldIcuovkdQ5C+r+4X5BxiV5t2Jx00GYbTkKxwas14Izk8PJAYUa823Vl9Gc1ZQulLIZ61PIMydhJQ5OGuewKc2FeUqLtffKIiw3COYvuVXk2O+/O0LucoXD2kY0jlnGsnN3e5JaOyn3xF+I0Oy41seqB3TzUlCVMhD3pVUw7CylsfgXUvwngxS6c5oMZdsD2uTe5arnQswKUuvUrxtKRQS+41pNVbeyM1NjjXcrfCjlsyEjhZ50lRFquBFpY0uIekSfdW3S7yyP15G48n4AaiJF6NpMNAHw+uppbt4nhXHWWBNpy3qYb1e2ak2r7rpctEEb8PKpRoKcNG5jdirjtGs5X3YTufpSsub9Zzes4Tl/rRMvI9dmabdyXQJbPZio0BpYslZKcuT0OfoXqV8jtWproNc5On4rN3Due3JVvbKkOA5d+SGFy5UPgnTUfytW98EqVrHK38jnwn3wdvO0rFpYQNmQF7lBgmhVnSJzYtbJqnXEBdD6a2UXbrhVluxLD/yM9D5p3PPGkdc/RR0g+0UloDxupwy7DU1K5OmbrqbHS3DP1ngPwIapOFKM9xS0vCQ4fvSlcQaGFepMcJbl6l2ovPdbS//KxwgpTM8Lnvq7hTNpEUQcbdOpztK8HrI7ZUXcyxTSO5nWBEBmSzOu23V5yyKzIPdKNzMVEUIxH36gcNXqC0IiVWtn4LyyIT1vF6FZZV9Fx27B9JUhQgpbbg9h2Fvkp8UIrcU4qs6RkqfYECEr77BciTy0DHMlTO5G2lWhqjMD+3BK1RuZFvrpZOP4EVnGiRXjOH+i8aBHY/X6Y0MsN04xjruLaJw7ItTWmdCFja8s+kC3CNivzCdxbVbEW8aAcaFgcC7/fELIZsZN5mz4hMoqdjvGhPH6vKAzIjAzCuxpjBNKcm78IQDtITbYXFNYOv0+IzP1Nbk9HcHr6Vt4AoDm8wLHQ+nprLkkN6nnHs2T74kmvI7rTsv2bVprVavkK9xzxJVd84L8NxcK1Vz4bhxv9qvd93RrHVa5yl2K87jCqT1yjzbO6xTr7qWVbLmiBLmA9SqrpTIHS6sS34pbhSg9p+XW+GXmctAkdLRgWugxZzybuUWq63K/UKON1yABb6uOT36iMr7yvN5+dXF8M9kxcvW++4cXrUSjVaxilU8vnwtOgUl3qFjGZOQZxtxktV3SZcnDqoUY/HfXEhlg3GzbKEIpIymLcWRtepfqdFjYnauod5KvGJgjq7kyUNbq8gEb5lOMS0r6ZB2SAyY5uFHEZZxZ1qzggWFO/FJvsx7LMXLma/VWoImCGbpnVefmGWnn0f4KPJJkFc4fkBW8NTGBpHHjJbI5xivRjZe4NvzUh5RCkaHeziIcv340lMXL9OLalLWy8h/XqK25ezu5epuItaunVZbPUjNhSUo4OtYkgtS23I8w48bmB433Wvy5WfcH5Lll0jsn0iq0UFZnzq+P4EHV2eGthJzV05vYE9IEgNuQwnJuqcadFWeTqQn7rj677bcA3FP8AGZeB6DkLeNN3tvljydf8aF1pdKbF9TJsr/sOoJDt3z+NJOs6vNTZ8kx3nlwOklzmxxsvKPi8iApKXq5WPdGJZe1OARQPSc0YxegOyciO58h6JbvGeWq/G9NaC4eGG4lwllrp3VQ5TvtD6fVuK3a/KHG7LCvDek/EXJrrhDayZuXZX++7TbudRbvUu6u8ag9U4ZHsNaCk4/KWGnWeBc1prKhQGHkN8yy2pF/9eBMnsK7606JWxhssGCfoaSs6/rU3tdWyVbbjVzllkalzR+4U+dc/Hb4UfOh0LNbpHiXwXWOeC9X2nnyASFmm2pxLct+O4btEfX575X/a/fBZDKFA38BAgEL8LLFYvmdyWTyAd4FooAm4DaLxTL4X5Xl7ullSV+6ksXeSVwxSMKWberwr4wDJNP/5E7RgP4erRWznjUXw4cBytxL8RGksw1t5vwBwe4gFHVwXyCSJuXn13B4UM+PrJUScSs/Tlu5ogluNoLVB+3+xMr9ysozJ4ikTIoRRJ6JuxHzSn1nO6uxmywb4JUdijDcuVxQ+8D0AaI6NJGzmerLWkdtvPfxoWBez08d0mJNujuN4Ra1rcUiyNgyLQIst+Y479aIwEqNNEg3twJMfVr8R+y0SGcT3Xhnu8YvwkH6PmhS0YffzjXzNX+db3hR655b4qqpqNcZjLgpQdiQgmn6aqXM3C9qY+wz3pB8U8NFmBYJdjJLCy23/Rj/OqHNElqm/gVFiDC94nwvkf5SRD6eetlr6dEYut4VYRf/gpRq3aEXiTLrnIfbMs1xjqOiHKbOk1QM6Luij9S3vtl2/IzXvO/sl8sVeiwMu0eN9/4NiZQtOiRXJ2vDF4kJ1/w1u+gg3E1eIew4qD7MLRKUT88PZWKHDEiYcf372QLN9UMrnGgTl8jZGs1LxPUddLyqvvSNaQ1lrpObt3A+mDqLkbsyIlJ56cUxPojUelrUp3yGCd8OFqZLUewdluuZc0QGIGh5NHOlOvDVEK3ow0DfLNGbNN8XjdfuBR33wr9Na8EuVn3xmdBYVTh4ccqitdP17t9389L/i/swCzxhsVhSgCXAoyaTKQX4DnDUYrHEA0eNf1vFKlb5XyL/MKLRZDLtBn5v/LfSYrF0mkymYOCExWJJ/K9+62pytSwglSRGqPcU5Nr+lCzYnstNAKS65tEdIPi9ylahw8rJambeEexc+6q0972vbybYT4RTipPCjstshSxKNn/Aw2MiGjuq1aTd11qpK9Upsm03idCabi+gyEcaf/sild/xgTIFG5N+zO4WWYfWeb1X4PbiaGzv1UtCE6d1Bdi+4SBSMI5uu8oitdZI67vnBuDdIc3e5iKr5vVeF7Ne0tFeaWpvq4MgZqzvLO1jchtWiPvjamoaB+dlGdfHCzquORbNwDOyQI+mGW8cPacj3Rc+niX0K1EAlHcKRSSN/QsfOSkv5IE0Axm1JmC+qjj55Cq5NuUnFSpLjg2hdqFcivxKoZmweDMlzmpn/A4hi5NnRBa/3dTL1KysZO4q3Y49UH6RlihZcGcXuXB3FMby8ia5NIurZenWb1Tde2Zc8BsXyRttJyt+6O3jJIUpJLq35AQA1ZnJ2JzV2klfJyK40UvnNNYH+9JxRGPl0yA4Xv+tJq6f1ZiGFYk0PWA7ySpbuYEVgyo3JFQuzrEeM5tiBO8v2Ip89KjM5M+rRGZuvSCU2VQoJBexpAjzqJ43LdZ3tVeLyOoSAnJd2QRA2bUaPGJ09iK1TWNQEq3nfYphUZ3ClWPXqT2vVD5Jylb9nXT1KQA6E55iTaH28bU65VUMrVFIPdC9D9trmoPvvfIv///yFEwmUxSQAVwEAi0WS6fxVRdyL/6j3zwMPAzggMM/ohlWsYpV/gHy/4wUTCaTG3AS+KnFYvnIZDINWSwWr3/3/aDFYtyt9p+Ig5uNxX+hHXH9MfhtEDE15C/rnXlc+qVmVS7F47IUv/NUgsZHVxsJmxFJ4xAkyxsUfSutR4QUigek8yJfFsfge6qGHjtZh8IWI4vtnixqdyoZxH5aJJHPvCs5QyLG2p0UapxKF8Kw9HfjmiqCb+fXfw2AS1kL7rfKV8zaIMt/Z5eZF8fU3mqT/LvpvigAvMt2snm9/g7OFIqY8U/m8F/l11d6yNJFB4hAvKvmQR5M1B0S110RSpl2KSdkSrf5to2Ii/BaakdolPz5hU6yFNfWKrT6BMG8vkMEoJ9J1ni8coK7NyhcisFxlLXmE7tNNynv/orGI/r7ChPGJ9xCHfJjA0uNdzvE59JYKqQSO6uxOlgkP3/w/VZ+t0Hz850jautrszZs8ZRznp3UBMDVTXexuURJaJcrheASZkRDlTSVErhWKLDYeOlry+gi8vaqL896y8qHezVRHSWLmNipsQ0ZFI/gZuNNgIeQkNsWrYUL5z8ibYm4pvkjGmfPHhd8v69xeOcjzef9bgZ3EfkUgS26uyFpSO0wh4BpSgbNMcx4MW670N4Hg3WUJcsefm+B1nJVwz2cmhW3svms2hMYtIXyMM2t94BQzJoGIdZXCnYSeVH1O2ULMRwlEvcZIYu6KSGWzMZL+ASKWAx0NtbynPiMyq47mShSsthHh3/x2V+yYjKZ7IG9wEGLxfJr47NqPqX74BXgY1l56zryfGLJrBNU/acvCj7mFgsmOtqeIuaCMuCc/LSRApP6KUBpsfvLtCDDv9qM+wXBtrJUwdq+Z1RW/XWu+J8T/r76sCbRqXol3lP6fuq4Ih+p8SbmRgWPHV3FrKc5yhVJNEfwYrBxCKZCEZIzb43gj8g5x++IaFw6E8GvXtEGavUVEffzdEHv+i/1QqA2nOerSjkOX+HMtSoNU/e4FmluiNpQ3d7A4jilx/56h+L3a+IKCV2l53sMki639wjd9YLkS/K0WWYy5XKleS+gcUJluPtKUTRQi32oxmH0LY1Z1l09/PFlKdPtiwWFQzIEwwdmfkVDn3JAxprlLg36P8l00bfVDp8bAHgsRu0uLirhF/8sxTjeqfa0ZxzhkZ/9CIDsbkHphRMtPBeiXJIlv9OYua4S+VbiH8NUtZTwUK3K73K4xGCo5mDSXpehmLsu43pKY3+4zXh+UgbmixvqcVyk+xi3LlfU5M3Xk7DJV/w+9BMpgtGsVEaM16+N7NVGsozKJbKLs2VTttbT/mc1PzG3NJPgp3lsuSQlua9NZO6mgS46g+UytVyvOQi4ZCFW08NraEM/nTDIuR3Kv2h8SBGVW9wUxSnrnqG3WuPX1yU76xxoYdoil3ahcVFP95gZElVe9JiU1LUe/fvuqkW85yLDuuu9X322RKPJZDIBO4DKf1MIhnwM3Gf8fR+w+/+2DqtYxSr//+X/JSS5FDgNlALzxsdPI17hPSACaEYhyYH/qqzYUG/Ls19axRHPSO5rUwzWx11WsCZTsOg67xEuGffODQ3KEoW0rqMsUtCrvV5NiEvJZKxEIZvsBYKpqZk62LPLwZ9FNtLCz+0XKqhf+CE37pXytGQJddhcaGHSXTA8ul/QeNLIGuysmuO8zQkAEssVqksLbSXAR9lx3RPGXX3ul2GZILNLgjS14zvSwWciB1nZ/xoAlywiJk/UTRNRoPDkijSFkM68bxwKsumnzV2WvO6ALHXJqDfL3VTn++8olOU0Xs2SZ3XUeyhYbtKft0UBsDp7I7sMi7uhW+P4ifd6VqWrbdeqNEW+I1P4uqqdATa627J8XlbZ02+aeB8jG9JTFuwPDBG4Q2OTl6hw4hu5gsFO8z307lAfAvw07lvmg3F0Udsm/HWupbp1jHO/lzsX9Jjm0bNF1ni0+TleLNZcjDTIin/5TguhjUJ8b6Ks1YVb6ljzotDFrq/LXTvTIBcq+lIxlcbVa//sr5u9c66Ucs9qIbiESn23JD6G4r8qtBi7QWvnVJEQaEiYH2eXqg/3viAyMsAyTo+N2uYZpRD3SRt5yiMlMBekcUy2VZ2FoxdZ9mWFzof8jZfe1LfRdE3u1pvntNZvztLazM46Tvmo1oJzVRQAHl6F2JapzgWJgh1F84M09ehA3qMxOt+yLUcI6vtvvkaFt85FvPrsbz5botFisZwBTP/J12v+b8u1ilWs8j8rn4uMxhl7WzpCPLh76gskxuki08Klsto+114EwNHxHjICxS9U7BdxY5d6CBfjrUBbnaTZfT2TKE7TtWCevkr4OPKYfLa60G5mwnXC0mWhLM2WH8TwcY/IOxsHaV6/kRY8isQXDGdIsWbEyxrWuc7g7SVN/ZCBf3q+/k2C6pSBl2L47X6RS2CPLtIYuVOEl+2oLPvIrjImWuVx3bpU4dXp/Hyu7xLCMaeKdKuR0eL6Tj/GOhX6Wn29rNSyXy7k+HKhpO/vFjrIvy6CewZEiIbYGa9QnxVpudu9mbAQhat2fSwi8UaPPmabRVLmdCjJqWK9DZEmWawTvRq3FC/p/oCGpbTYKfmn/KjIyo3bBgjaIKte/ZySkaaXql03lU5R46VONAeIdGstdmF5r5DbqUdkVVcMneTKI7KOCUmy9hdtRepdcHmM+FGRft73CnXEXOth7yqhtGW1mqf6I4NURYqjaPhAocmlbWpP//QU+cuE+N7qUhjv4uZk1hrnYDqPy+ev7IrBe5E4rYFCIdX1ieKSjs/t5KG2+wFY+JiOqv/oN/ZsvEPXu506JpTUMSSkmBEVgd+8eImBBvXFfutuGnarXHd3rQnTtAuNARoPAkWWZ3vohOPpqjTCHTX2scFCkZ8EDbHohE6e/jlBa3PF+AKCh7S2KmxUf9oHmru3x+cJWiy08/eK9eyDVaxilb+RzwVSsMENN8sKnOz+RI1ZWrvNTZq0wUGeSEPFWVa2CSn0BSi/O9LbRNGALMWA4Ru3VvyZmzN0p4D5LVmMkCSl5gY0lPKxr7T3wyYx0+137QF7adnTV4339V0qYipHGreoRMx7la2eibxwFjdb+WjHV0pTTzX9lsAlsswrXpI1Ox1yO8telS/u0SgOZKe90q4HZjKYWaf2uo/o0hf7/icZj1aSzpoDatuaG+UTn/ZopeCkUl93lish6nR4Pxk3iGnu262LZ7/97iBfd1UIcPtWWZ8nOvR899cP8fxvxB8tWqWyvnnWh9Y3hWbm71ME5r7px8F4AexKD0V7SJf/y/53+cRLfEDOqKxatCWEwTlZttklsvYhtRo7H/ezXL9WZzDOG2no5mFnZr1Uftwr6vvpdGeiM4z04GSNY8GMrP5f7Ew816Skrz/PK/X4p9eKOP6JUF1alMboLofr2b9UjLvNWZ1b+cMtev6hfUEcLtKdAmlFKuvg6UCym4QuF6wQT+LoXcb4jMZoKEQ8w/hiWeX48nT2D+u3O0eE1hI9/Rg5pUhOo3HnREi2LHuhbxiLTgodTbjpJGpS8VrahsUJrfAV2hyf20W6hw5hLFmsyNK+Ic1nwJQdE5fEsV0eE6fkHLkApxrNcXqg6iwcLWGJcXXem8a1geEhalfSRi/OnlJ4/e+Vz8XR6cBIR8udTwURN1dAXbcBWa8ptFOdrsy89MmjrH9UxN3L72qQyb6RqZe1aWtO6Q783NWT5C3UAZqOAh1/9ZgU9J8bLMC+XaROg6fINpfio3jn6M3WEQEiqI4+9SGvJyoWvXVev/3pEZFcXwv9HnbrfgNA4ZDIsRtT/Xh0k2LLL7ypOgsmx4nwkxLz2KJNaPm1JuewBdoXatJma6SIWqdhRZ4UyvoB1cVmXQjy5Esv4hQhIunQR+pvwIUrFMVr0y5O0QapOO3N7Zu0MdJTFbYtblUbLzX7YGOSv/PMD/QC3vSFo2CExp54QJmPNbPDhDaIRHzxB18FYDRCC7PGazuZgYqzUyIl0lbfRFiC1lDJYSkzxyVyC+rLAmm4QX3OOKbQZ90ds8wiJWKLXIu88nIcPOU29FZKke6oMV6+4+DFtVbBXy8jBOyz+CIfvKU+PxiuckMScjmSpMNLXmekfONqFMbrTD1MeZnGzcFeSqpssJZfrNN4d0dqHH9afxWfA3oubp2UU3aBxmK+OosWdx3JHhrXezMK+p9jfFhrMXy9FGdxkfo+22HCYbtxEM54VV3K+W7KbaXEAlr03PRgCiMPK3fCJldkZdx3tOa6fZzxCDZckGjtg/53z3OHh0Lb77gaL6qJnOEhpCj2xCo0em+7lMP+E2YCQ+RC/vFf91iPTlvFKlb59PK5QAq+kXaWTd/xwHdnNK7DxvVhocad/cFKCrp5Pp+pVEGoiztkaZK+6o+buyzuyfomAOz632DBczqduCVZqOPkzbKyIe7XKLsqDeoULjjb7D9D4C7j7sSfK3Ou4ll7Li7Vux1qKmTBlo3KZekIDiZ5Roji9Q6RV38aLMDkrXKbHhH0uz1vFSNnBeG7YhQy/N2DIjftVj7JVssJAKKb9EzLuB3JwcrSu5ApeLp0XJamt7Eej0iRZg0eegnt83+owHNKsLcqSha0ojcEL5Msiptx7593nCxI58IxHI8KTk96iFyM+FY8f5pTXY1mGZBLaz8h7C/KDFyWo9+G3S/ikY/3MrJcroHHaf0OSzEcV12tNylLbypOYxbnGQbN6vv5PrU/2bmb3c4iIgtSlXR1aTQb0y+F1ly36Ybl568qozGBZhwQUccJuXDFfXU4LJHFf65etx3vrnyGgHzV7xfyTQB6xkTA7jXdhMdLQpmBN+gymbm2CIYzZVXd/JWA9P7h3YwHqo6tuXK7Rt5SxqeLvz2lsSITs+IF/Uc9DuFTqvEeHlMSWvJ1WksHa2N4+BW5d/u/qLUzOVHJHTVCAWM3G7eFW0ZYdFEI7s/Tmpc4hH5GKnLxThGx2+aoMtbaDhB+SAirZLPa49TpTOmEXNTUCBHe8+MKn/ZfuYvAFKHFp379nhUpWMUqVvn08rlAClEh3pYfPLCKXRWjJEZLC19uk4+7rkzcQtI3fDl8VRbjxno9k7SigqEJ+Zb7uxW2GnSM4okQJQQFpErzXnldPnprUBahMfps1kkE25CNhb+Oqo7VASL//Cfv4Y1rsvg4KQXW6bLQRlPECGtPyHIe8zih9mcOk+Yhq7B4qUjNpdtz2P2ACK+WUJXfWC7ic9RjDvuOJgA2fFfWPtH2LuYmhV6OfVtWZ32C/NQ6tx4uZcvvvct4N+vqwX5WzhvnPfqEKCqW3shQuS5vsRuRb5y/QP7kG9dSWBYtJFSaLfQVNRpG/oU/AxB4k/zUqsJ9TEfJJ08fFjLz6VcSk1tcNf3n9b6Hdcn6zGNtMHWbZdn6T4pniO2StfRJL6OjUeMW9m+hUbtfElIhCx48L4Tz0PomEn8qC3rbt4y3Hh1TuPDtyZNM79MY2fnpmUrzLCucNVdXDqiMld98jGWTIvlObZSVtHn/3260HuVfvifiMixa6yTFNQ770A8A2DmqcbkzZhLbRUJARd/QOZTpm2SBJ/pmWO4vlNEapXn1n/8aPh5afy/Wy5K7OQkZbQkJZzhe9f/FpDFYs8OLU0by17sjeunwU2tu5D7j7WYDKMz6eqnxZrHxPAaShZhyDwk5H1z9NkHnNM4JS0VQBsT8lX1VaneGv1BEo5PWaKjpZ9h76vKZn2677n/Pbc4j43PsLzLjZh9AsIMyslxbRNJlLRMxM3K0lfhNUmCvTGujRr5sT3iQMuBsE5Vnvn5lC5VlIpwmSjQp7YmCza2xFzB36aahcYs+eyBqBRHG3wePaDHVt75LyR3GjcYnFYe2MQgiv4Y7iEgW7FxsEbscmR/FfXdokss+Om/0qoRjE9p8GTHa0Ld4aWG6Rx+m4bfK4w8xLkpJ8CqCvCcB+NMmKb/ZBDHy9ofTiPjaawCc+YrGYOXwH+nr+r2eCxcpV3P5ebzMgt+lmSKywkq1AeMGXSl202ZfV6JcCpvmKb79usqtPa/cjhe81pEXIFhauE9QNP7+lQA8GnaOC8ekcF8wi7AN3hPM5kotdM8AuXIfRGuzJXUXs9LIYaDGuASn4gvEbBOZePy0lOS9P/HlQq2U8EunRSo6z0k5bN+ZyD8t0Xx710kRjMXkMV0rV8wb5ak4eNUym6vclqeGtSYGo6IA+G19Dg1rda4gP1URj8GIeZadUV/Wzag9L9Y1ED2pcwXOT8qQrJAFoPIAACAASURBVCiVsn/evwW7einQzkG5fMH3f8D4Tv39rTjVfca4Av/EiXrCw6Uc1y9TX4IPX+KZKSnTylBFDh7dv5sf5Wkt3JUlhRXfoXsfTeNvEt6po+3liXItv2WK4WEnjal3jBTSN66u4kqjxnJZuEhhlyHjLeyRy7k16Pt8GrG6D1axilX+Rj4XSGHWzo5BXx+yXVwZ9BexE7JFkOpsknEkdfD3FDU8DUCBm0imvi/NUzYoOJu7SP8POJeEKU7huK8uOwFAqPFq9KhXwigLlyUPCpE1bGaGuYQoALqjhBhG+8rx7FRIcnhCWnvNhBBDmel+2q9J268/p4tXUssmsDWyzMZcFC+eavtnji1S/WG7ZNXuCREErPzKC8y+r3Cjk70ItnI/RxYMyze4sVMIY9AsN8klbwMdvrKgI666AOW5x9M5+LwIwT0jIl77JqLZWiCUlHBAcP34MwqH+v+4iTJnjan7tMYnsXknu36gNo10K/SV576AFf1Name8yDZbR2VA2voFk2OcoGw5KmTmUruHfwrS2Du+LcuY2iZU4PrR9yl9WegraFbfZTntpvyHxr2XPxRRaxf3O5aWyOKP1+u7xDSNge0zA/i8rb+dgoR+XKommfJXbv/VO4UGHzF1k3Vec/SjGOUCbDOuh1s/fIRz2bKu1xkvbfnhujPgpSzBgWG5qk87FfBus/5OKBAxeaZO45JSdY1L5UIRLV9R/3J/5IJdnELhb05ormLGZKmDp0pZdEp3SrqX6aj/0BU7RvbJfT19zXjJy7MzOJqVL2F5QySu64wyWyftbuXmGr1o5/KYcWN2z4d8e4PmtGy3Xrz7g+gRuo0X4dQZrxxc2646D/v2s//Av3kMhkv834gVKVjFKlb5G/lcEI1B0X6Wu57ZjPeFWuqMi1JxlBUMqJcl6997Bcdx+W2bvyhdNl9Yyb50hXacEnQ2IMvtVuoqRT6dnpXvf+WckkO+lNFFg6MyJm+8KitYMWXLg3cpQ3HaIJJOff/ndHuoHU2eGp/1oUpAebY8mQfcxANUn1gJwBPf/gTPPmlmj989o/Y/foATAfLTzfYiAk2XleAUE5zMq7OPAfCtpC8D0DjyEh8fkBXb7qjEGfcFsj4fWmoYWibL/0yYfNEXypIZ+ZFuMm4eERfRE3sSfy+d+X/5gqya/TJZiesm/RmZVuJRg5tCge4nuslbp4SjwFmhlHOVfbgFiOTbulz154XKehe59tLtqvDZ9A6NS/wNAzgHGi8DPiZEtHNWJO7eTffzi3Qlc2XaiXf4sKaX1E6hL+dxjV/N8Y9JDxc/k7dRBFlpt4izxR1vYbYRqjreoaSrIi9vvI37AgqPyIdfdcPNRI4KDQyYmwD4WrLO0fyq+Qlcp4Rwxu6WxX1veyWe4Vpj/sFqm3PbMc46G9mYi8Rf3GVkz1513ERYpubgrKLCTE/8hQ5voRdnb4Wpv+Skev7klUdcmT6ziRSB2Jw7xGPvib8orNV6OhK3hC3txivoV4jUfNq4OGhv8sckFCq83j+mtbGl43Z2FWj8GoI1tstbovAaElJoTxEx6eehsfjB+AXunBEi2vHj1z77S1b+URIYE2q565lHmLJ00P2+bpjZ2KFNdjRMRI9/9AWu1gka3b9JhFlRdQ/Z8VIQ1cbxXYc8O+onRJCNRIpRdz0mOLYoZQULX/wFAC9+qI3n07aFu8O0mNcMic09O3uMr/1JB7FWxshV8RgS/J12eY8zczpYNJ2uBfBM8zVGn9Br0bZWqe7mmC4ihxSb37tb7e1uEOQtf3YR8c/KDQiJULnBq7Kxq9eCvVIoYjIgVtB1ZVcoRy+J8V73K5F4s64V7Ow5AYDpISm6D5uvEb5aZbQa+QfDxluRk5eEc3aRNpz7z0WO2dx6iiTjevhqO+UOuA9vY8VjIrD839EtPs53aAwCS3s4G2BkW1ZpbcXN9vHRLSI6Cwql6LrR3OW1LqQrUQp3yFuLuqjKD09PjUf2lI49x65ZyeqDut1pd6RcgLX5qvNKRx1BKfrMxaT+Ogb/Gv9uKd8HDggSd505gGVKGYdp8ZrH1uJfqfysfKY8FEkJqGkC4NLeWtJXaiO5hWvTVH38Ca7fU67DsVcE0ZPjReD1fuiKyV99rslQO7qbW1hp5Fq0dOgYtqeDNqy7Uyp1cVKgD8SL3GwYy6b0gNzMglkd1vO5bTevdMloRZtlPOI9NYebj3yRj65TXQNnFXGIm/dnLDZKdXSKkHYLS6HJzyB0f6/1l7FIZKvXplQmJ1T/g0/FW/MUrGIVq3x6+VwQjZapaaZb2un4oB0fB8Xmv2O8V2AVCp+tHk5hfIM0esy0cW1a1gzB3YJL+zxF8DXsv0LQEmnGKOMm3FnjNuXotGv4/VQa9VFnEVTz146Q7CndWLxSsK3A2YvvH5e1e2m6CQDPOBFIbRcepaBJV7SdiVOY8pd/Wck9nWonz+kA13j8MY7dKqveL14KvxxB0eVj0diOCBJ3FAiL+p5eQM49jwKQ6ahwLLMKJ84627MtTpaLEVmMGrujdL2t9hYFyMqOb0/ngwrB2a+cFgzui/s/7L1ndFvXtTU6ARaQAAkCIMFewF7FXkRJpERRorpky03u3Y5b7Dh5cZKbexMnN07iNCdO4tiJe2RZtiSrWpUSJYpiE3vvvYNgAQECBIjz/ZgnY7yM973c6+TmDmcM7D+USOCcfdZeZ6+55iqbkPRK1SSWVgl/ZTtJ8C0r1DjcxDk99jRds/g6G840ct6vrWUDrVNlRJOVaRHISKD7Eu9La2YyGeBoZei0zYuZjMM1RHcjZf64O5ThxBWxkKs4LRRCPWG7+nmWMW8+cRD4zkMAgH3SJfE5mTtgMRyFvZPrF5pI5IfRWpSG0b17dS9Lvl/x9YP+a1Tnmw2cd2oq9SBjOhy/n+Mc9zvoVhVutKLrUcrG8SbzGy4sPoDgx0kAdsqJflQSIqiZ0GSMxbJe5okxoo7G0F0YukHof6uO7k+tZRMAQNsXCms9//bOPbTeu/sq4JZFl8w6RXJ4VRGHu9tp8SUe1MnjZZTjjbjzeL6J69lo5nMaU49CcZToz7yFOh9TFYHlQOqnpZDPcj2USGGpJx+pPeJp4//N4UQKzuEczvFX40vBKQQHK4QnH01G9agOqOauut2fli4gh+WqWaMqrHrQYvw6nzt2zKs2zGWJhKSMvuD4uBSyAlqDjlb6pase5AwyvWbxnXUPAQDKq2jp9D1nIXuZ3905KzaMsq3g+BWSlXWtJHM8gkimyT3D8UEVjwF74hb65iphFBeO0a9/t+MdAEDt6V/gzwv87jN9JALtw/8JAGiSr+Du9SSQnvgd+Y6S+6qRFc/wk9cQQ2lT0SQNU7qygTxWU358lrAj9vhh/GiSlvMRUFbnlBJUB7FBi9zEkGrYKv1xSbUMiymUlSWBaOPy3DRSDfSFfedo6WYdEgSGEU2FLfH64a8wtJb6+Su4LON1Z6aJwiLL/h2eJq7RsXzyJPEerCK8RyHH3C2Uad3vNwEAyhJzsO8eoh7VV6l7H27+DGlT/N2Ts6zMLIvj8XRrR/Ix8wBl1P4akdmOr1nxQRVD1wFLDPGNK6fwZBw5p//4Gdc2wZd1AxnfOQLpIZKOhy8SYRSlbsCtiWJTlkha6nev/gBHxYONdTYilSWQdE2y34YQMFzZ3EKSUBluxLkA3isnirq5VEcU0a0IxfZQ8kVzBq6jsvYzTOzlGuxx5/N2ne1Fgwu5hJJgojXdM+QiygY6sV7zBABgfU8ZAODriEeQggR6Qg8bt/YM/hbe97HeI7Gf61IxTtS0rzgZthu8/7Pv/8DJKTiHczjHFx9fCk5hfl6KY6cVUBf1wt+bbLX+Vu7y41VkqCf7LiHsEe6oz/rRV3vykRkEniRTnpVDSzCf1AJJJy25ZTut6vpj3L1LVDvR7UpL6r/I3bMg+hZMS+hHdoTQInWXLSNlin5dVax45sBbrLhsvr8BmQ+xqq5hmeLrHTJjazq/uzBKyzG5ZELRY4wAOM7S6vV+n8gi9quJONH4EQDAs5GWqyndjgwTE49uShjdKBonYmh4pAv6n9InN2VRLk2P34Z7ztMHrXmCabTq/xxAiNhqvs2N/rJ8jqig0iZHwDKRi0HLe26/1IrTBYzaJHkxDXjM7UMkrpI3cA0gOumtYhWkHavon2VVoPI0rZnB+EN47WRq9XfE1vFLEspsc9Je7P2M/Is6nBGHoPMSjH7ChK3GjeQP7LbHYLxCC2q7jwlWAdEME/5+tRHbBP5bO0N/2fPTOFzvZwg1vEE8x3L/8/jAn5EIbxnlsSuO3MJVhwyuUraPK97MOoRbN6vweusxAIDx56wXGJx/AWtfEM+/6BOPpB+gDg1gFUGNYo+NSD6LSjWN0VpGinq8iU5VY2yOq0rJRn0Na15So6hr2ofWIVfC8OTlOH7v6TtG8Ww5T6HS7eAcw2WUX6Dft7B1kinKb2zkmrwQqIXem4hIXkfOJHpZhS4v6oIqnUlgew9SH1WOREQdYAhdPAf4vxxfCvchMjFQePmD+2HrkeKyGHbcrqfCrGxjLcRk6d14MIovr3KrDgAw/cdw1OVRKSx1hKnjXu5IKyBs85ulkliL+PnEP/TDezNDkW4RzCGo90lCtoMvkOUqBSr1/jnaKrgI58NJmvWIHXd7occ6PaFfuYV/y69LQ/pWKtawlpvHrrFxlN9P92WbmKfQmsbwVnhfKo5WcQPQ+PIlLo7VwP88NxGffML3c+dIHsVvMiA+huFEky8V3jA4ClMNP//byyQr5YEZUA/+BgBwMohzzPiQG8t86iKa3Ag3XWN5jTvmZLjkLh4iYmYhVdWVDviGiSHD/eJBJG/yRR14+F4Uz7BeYNPTJIRHra6Yf4/fvSIXQ2kV3FBNO8bRICP8HmmlrOJTVWgY5yaTMsuXoTNvAgfcCYkPLjNTck8c/z+tbcXw61wfZaCfKONJyMr40m7KI+ncOeALUzpDuDN93PjDgrj5SWuSML2F/zaKvSK/+uEkmkPojlgCqC+nh/vxgvZlAEBFEntneoZwrqU/rUNePMOIPV7UoailYxiQ0+XT+3KtAsK58Xp/vB+4ldmOBVN82Xv7VNCKJ2Jb9NxsqtOSoF3g5uEtbkD2Aubc9ArjCD7JzTcwlzkpnk1S2MMZ1qyT8l0pRhHqJ5gT0RdH1zqtmQVdZTHpiLXwc6Xv/MbpPjiHczjHFx9fCqQQERMifOcXT+OuNdF44TLDYdt7CWsjg7mzdhanoHs/f+d3lUlB26ZGMOIQ++zXECYPD1qxI5qnAXXlEKaO/5rW+M59OmjFzK+ODJKPiceBg1JWTiZuYY7/Z6dM6J2ntZxZJYGYYeNuP1J+HhdSmWyy9wDns2PQgbkg7vILldypQ/02oE9D63TXMu911ExCc8qyijuyaE0lJwknfdedRVUcrerFP+sAAN8TWyOebBhAQgwtXLecpOKexxV47g+EpZt8mWSkb3CB4yot8hkw2Sn0AVrUNsNXEDrEhKwAA6Gr1dCCwrXMGP1zLyFrmvcA6lWDAIAEB22GXEny16r6OmJlhO3emymXyA9DcZ5/hrfYli1jG2Xw+uEnkOpHt8d1mOikeA54P4poav16Ih2Z4XN0ddMVixIJzz/00VUoKojBcQuJwCyxhiDffBTHk9lcJSqCYbmEQBVCIimPJrHb99UjJCN9n63Hxm4mXU0EiPq+IkfPNIm9+0NZgagPHUFNJbNOg2aYMTlwgOjRY2IR0XbqmnmeCyOtPIGl7VzTgVWxm/Mqw+bFciuGpUQdOWLzFLPxLfT30tUyxTDJab1LGuBOXViuZeu6kXgio8lhI27KiSJC95DcTD4bjAk1/67pIAK1Rb8PxQLlER5NpHKh5CEAwMZLC5hvJdI7deJtJ1JwDudwji8+/icOmHUBcBPAmCAIuyUSSSSAjwH4AqgDcL8gCCt/6xq+al9hZ/FONLXdhDSEvnmhirtyVxr/7zjhAVsJ/ePsYVrgZU0qlgSaKX0/rWVLkQoFLgylrXnxIABAvYkE2K/kMUiZ5DWkW8S+DeP3w7HCJKDFfhJJ+l3TGCkXCalxtmUrl2wCAGi3WtF5UwcA2KQjOrmiWoK/ndWcm6OZanux+zTkXkQPga707zzLGTaSJK+iqYXhu5EchsUKpQOwymjpoKY12VsrtllLnUNdB5um5Jlp8UpXPZAodm52CWKoTGGVonaOXMj9Un7uqIx+bYCyAMVyVneWL9BKpcUNodnK5/LyZEJMf8jt2DvBZKjuGrEdnMBEm7j5F+AaQyLOc5Lr0xnni/BJJl2NRDDkmuNBn7utrByT+bScpot8lvG1sZCCYbPCDvITdeF6hF8RD+h1pw9dHU8E0xR2Dfn19NvDNrL5zMH5LCiHSDD77hzkXI8swBzENViXyqpDt2lyACOWcWxaJPcwmkXL7lN9HUdXyCmUdBClNIaaEWsmNzXUS6QQ812S1LMVF3HlfhKeW54nYtn+7HWce09srpJL0q+vk6gwINkPK+NiA9kFchx1llL46Yk8sh/6f3jPQ19D9Qi5p6wYkpVzYm1D/bmd8L+V6+JeTnQc/0g9vE9SNqeXqFdrpuLREKEDAIS7UCez1lL3us/lYjiHz2l89av/O7UPEonkRQDZAJTipvAJgGOCIHwskUj+AKBJEIQ3/tY13AK8BL970mHVrcc6PedzdZxsqmRhEwBgxbUbL+4nQ93Sxuw0aaccVjsXu11sKqJdmoJGSTi4NMt6hOgGvuzW3W04EsWXMLeUCxUSrYPLNBdvzJcv3k+Dr+HFbkJEtzmSm0FWZrhNKUPwnDtfwotXuZhDm1rgI6fCGMtYmj2TOgvjTTbIyFhDyN+uZgZfbk08bogHu27bR3Ls9e4p3HeKCjnwMCFg9CLbko/1vYnINfy82s55m2bDYK6mco4UckO8/Wc70fYk3QdhmdB8xZtlxOUREdAuUC6xC4Sf05I9WLGzJmGigRC94Hv+GHmGG4vvAb7kzb/5DwCA/+O98G9noZCwntc4e2QBql2Mltwu8Ppne3jvO3LkmHPnJnK6ghvM7QN5kIsHvxjvomtx8jF3fCuL827+hC9Vv1jzkqdQ4UwD1yV1Ow3E7zy78YsFwvWBRW5Ap/1GMNZE9+seTxZknVDQffjG0gkcy+W6d1/hZpkjEzC5ntDc38oXO3hlGTofbhoXo+m+2H7CIrmlpGbsHBMP9/Gn69SrnUFMGee59AQ7bh0ZI+m6MSIZod2MNqnFrNKBSw2QKmkMKmxc9xjLdphrqZ+GnZxjSA11yPPWGFSe4saZJaFsJ/viYO3mHC0b6Wo9uNKKa6783Zic8ogzkGQXcgRkddJ1e+3yc/9890EikYQC2AXgT+L/JQA2AzgifuR9ALf8I/dwDudwjv/d8Y8eRX8EwI8BeAP4BoCHAFQJghAj/j0MwFlBEFL+1nVcg4IE70cfxIu2DHxoGAQAjDdwp35oniRM2V39uNfOkNQrYuup7fZV2FOIEFKa2X//M/kCkrxZDjzewtu63sG6hIgVT7QFcbffeJg763lpDjJjiQpqbNyNgzVquLuQnOy4QIJx372EYyePZuPBDF7D20gIe0gTgPo5WrOnZhnbH18MhiOadRkmgTDWx8Rr6TVHIVXRxdktZUi1c8YAfSAzH/2vikehqfl9T+kQlEUM0S68Txmo1vkjRgw/XwmnJXBTruKmN3Pe14wRPQT0kDjLKehD61XCyAvbeN17+9KxZCMsPXKdIVffBCN8q0nAjafT1XpsA63hG41zcEj4ux2LREbzZhnqNOKxaNO0wpvXEAZ7mN3QLB5i0memdc2dNWFynHLYmCKSeUN+iErles8HMhTZ1UPyV4hWIWaaiEKuozU+erYV63RELFXTXAOzfB7uYmj5LrFfor8vLe81nQEXg/nMd9XTDoarltHvSUsbsioe7rNYjv4+XiNXPBC3G5yrfSkBcoEIJ3Itn3eyQoP5fZSpuZce8orYs3FrUSoazlFnNpjoArRMxCFMR1elYZZk7EbrNAbFMx0KYqkLZdcoK9eVHgxkMsNzm4qIzuFYhHWQ+m9fZI3M8IAvuvsp58XHedDOk52UZ7khBSsHSHR2P/PuP/0o+t0ApgVBqPs7v/+ERCK5KZFIbjrM5r93Gs7hHM7xPzz+kaPofwzgfgB2AB4AlAA+A7ANQKAgCHaJRJIP4PuCIGz7W9fy1gYKGfsegNdEPlYUDKWVejD5piSaRFX7/E0obfQZHeKRYmirgCWSuf0CaN1Cpw/DQ64DAPS5Mcw2nCUeXW9MQHAZrU6NhL7d9vQAmIdoXYN7aalbi1/H9k7u1j934Q5dnM7PpBu0OG/gDt23TJ8+SV2FxRH6hWOe9BV3xOxE1SR5iHRX7psTrvTVF/M8IP0Nk00CvcgVDG1xQN7Me42JnZgdIfx/im8exleYbKX1Izyoa/s6vlHIJJYpF1qfrrkEGE6Q7ygOI/FVFsxWaeGme2GOJAlVoeK8orrdkb+NVs94jAjEFHkW4UE8hLfVjzLadZGoytM1CT+vJwLZFsxrWZe2Q/8o+Z+eQwwPPuXPa7XE9MDfziSgsU72P2ifuwCVL7Pt1niyYvD8lAWL4vH0Yq8SpD1ARKKuEJCXR25gzJ2E5y97rmElhjK6b541JBMGFazXKGdtDpN/5iVEG7aIHCR0EvktbWQ4dK66GG0iqlMJ5HA2POfAoVdo+T3kRCxTdpKo26O7IIA8Rt2nVOc1t1TClEzZCE3kbhZb2MatJ/cq9ngwOSthlrxE/XwVmu1iw9YQJo2d6ngHzQoisT27yQPYBkmeX/08CAddmBD2iJZh5OzifNT8mb9LeorrE3dRg6khynxETbRhvE5Csz3THyFdFOrYxI//uUhBEIRvC4IQKgiCDsABAJcFQbgXwBUAt4sfexDAib/3Hs7hHM7xvz/+R5KXJBLJJgDfEKMPUWBIUgOgAcB9giBY/9b3fTzChXW6r0OSsopxbuiIzOa8qgWmoHr2dCIjjX7SpU/oMy5lVmB/rQ4A8OkoeYF7VG5Qx/Ii43JapD4x2ShCfg2OLu6oyy0Mi1kKcjFXxc/f7UYk8vGNVMwfJQ8RPcbQpOaPRBgXX/wMme8xqtHsy0iAb0gKBt4nD7DLh+zvdMwwamXc+WMymDA100jfMUJShz2FjKQcqeP8A1XlSFkhF7IMJt8M2EVeI0QL9STlIfHkHCXJAjSnaOX7OwsBAB7+QZhT0rKpVUQKMvNt/Ll8DfLb6O+6vkOLvpiegwYr03gLxijnzMlalG+nNXUzMCEmx8Kw7LgxHjPZvJ7LAGtNTFIPoJWyj3Phs5/Rk1t4ynEIFZ705aMzaF0XdCPo1xPZpNj48/LoCJ6LJzI7FUrfeHSRSEEPOVL0IqoyslFuV8UHUGo530fSmLr9o62TiDjKUKQ5hjxJisBohaLiGgyeRCKLciKz1oJafPMsbdfJACKFyaRguM0QRa3KeF6oiws/vzyyDIhhaceMGO4bPYjsh9gXI+4YZVrlzb4H7nPjKPbiMy0E0mpHOsphtPO7p/LIS6Xpb0f1DNdg75NEHVVs4YAwDzU611GWbq1EBapaYEFPW976Tcql8HAs1kcTRVX3cY4JNkYw2qO3wVHB8Oe1q9f/ddqxaQIihZK7X0btYBv64/mg2nGSc8me/L/a1I3P2gm5iozcHCYDDfATS13VeYTtpSYr5CfpUsjuF4/58uSirzrCMHWTUE3zdZJcfhdGMT9CRR9P4jkKjr6tUE6x6MnTl8rUWETiSTHxHu66RsUZiaN7MuuiRq8flXT2Gue7pcQDqqN0L97ewZfG5xLDbXdmW/BRGOfhPiXO8WoiZBkkhMq0hONBfVQWd0kYvAW6UUuRzKJc8p+CdJnyGD9LBQvbEwK5g7B3hega48sMtyb7XgC6mP/QDeZDhEVWIWuVsHTZnbUYA6P/hiEV8/g3iW3Bpozi5uojh76SL21BPd01x+ZL8BRYKn05n+G4eR3hfsopKdxmmX/Qlkc927IIdMYN8p4D4ktTJiBgmbBarqKMvJI4L5eRf0NgBovihptJOiul5bCs8MWPiuLGfPH1/Vj5ISt+CkZZlOQXIXZR/kAB01PfAwBMfMrDWgT/cPiLurUyynvZze8jcYH3OH4PXdTiAW50N3xacV8pda0hnfkSUvd/R8MkZROzRjyL5ApJX7smCxVqNrPZsMJn65T5wjeaOSCCkRuFNV2Nmffpki170SXznXsOABBmmYFvDO8/L9benPBXQJ7PNdX40s2Ir3KHXzz1L2Kacq4L5z1nHb1ovMa54errzoxG53AO5/ji40uBFDz9EoWYve9hua8OcVrOp3+RSUPyYMLIxUvdkO4h/J4RE5Z2TdoxlinCKgt36Bu9d+G5OUYzKhcJ6c0qwuzV4D0YSKFbENvEXTxgRoaZQobtmoZpHfxVXlDMc9e2i0ekZ2oIDzsHezC1TCs1b+Y10qML0CBnGe6trrSuPQMPonaUpGCaH2FhVAM/c6MwClYtLf+4C+f6xHvAWy8whJpZTTSQOkv003SXGkVuzPSreIeQW69yg2cGw2CaGiKGdM0p3HRnqNB3ic9UFkKrmbMwhol2do72VNOtGbC0YZOCtRfu6YS1zScHkB9G5BS4mZZ3tkKsWFyzDbYQsZFpNROykmf9cSiBlihSw/DdBhOTy45P5kC+zNDh9iB+/nL5MFIyaZmPuRKdQBKIrYuU/egC3bSVQNorH0EFH3da/JmbRIhB2a6YrKU8TP4k+PoVkSjuIjHrdyeRnLyWaGY+ZgUd12jlOzWsL7i7UQfVGqK0jhzqTtShVYzliGXj81yzIK9BAIAdfmjeR8S5qU20xm0OTNSTgNY+xXtpuwjRLtslCFPTRZ0KpPu45bNs9BvpGv4lSB9o34w2JXUt93PqwsW9JDsXPLWQGYgetYMkstN8voYTiXQ9C8uJjSC9dAAAIABJREFUKGcUl5GiJWnb1sqQZMHj1IPLw4FIcSMq/uzVbzuRgnM4h3N88fGlQAoKdaCQsPle+OIzuK3Sl29P4+596zvcgd/b6IOFdBJg+UruqAO/9oOLguGePAV35c6Za1DpmE68OkL/UUZjiOneGai7mDbq50srNbZLg5u19G3zoph82RpxE/gzrd7DKlq1phFusLYNH2B1iDv1Uiet29hCNVbjyBGEPkeWqGuyBBi6GwAQvYYNVVIrmSQzpv4cZgWTrkIuiWm3t/Wgcor+acAg6yeC72DCkntLOgaGBgEAvVNlAABTfz7af01/fc0kEUPSxavoGmBK8vSdfD5fsRFMTNc6yBP5u0MjRBH7Q4LhU0PUULVFLsosADu8iFA6/eiv2yNoPSffuwl7A/ma1LsZlnXrGcfqDGWUsZscyKlloipJpAv6e1if4dFI9BPu3YblEFrXvjnapPuSE1A7ziCV3MF7uaiJCuprmuB9lT60eg/lM5lhh/80LbJigb5089AumHYSBcQ6aEHb2kSSU7oFtzjIH/win/57TGMIdk8Rjf5xlmubORKO2a8wqWiui0jORcJ5j146g82PEE1lLj4MAPiguRY6E1Fo7H5eo7KLz+G6tAVbokgUHxLb6N/rGoD3JolOooPIValu2iBN5TUUfVTUBhPDyF72TXB/hmjTJmFYXd0dA08JdccaQvS1oH8bBgfX2TilAwAotSSVPX29YNMTbQ/99j//dQ6YtUsBgycwVf5LxEaT5Br0YD79r3wGAQD3etWi9DqzALtA5UvfL8OAjYyzaYRFIksxm2DrYxFQjIqkWIKDG9+lyL2Yz+WZAENWxuJHp32wcY4KuBTGF8SvNhiyAi7CRDvht+ej4pFbw0kwi403Yoq5maBiEIkyss7NP+ZiJwVUYyqJ8g+uFHvp+bCAZUJVhKe9CQfrSqh0J8+PQreLBUsfbeamt7aJChG8tAULfdx0al35kiHagvtqqMCqWc5fWR2N+F9SAfqm+Ow+DYSOY7fUYuN5/q5tkJtNZ9xJKD24KS2Xs6PTgeSXMbeO7sDYWUYMIu0kxSTeg7gviRtRZQFhasvMZoRl0GXqrmGOhPZOulfWi6eREEVFb9vHzWrht3rEhzKWr5/nS97vbcBMAuF6wPOU6ep+ygL2CKT9gERqo5KdlHLzR+Dyws95zyluUvGJvTDfEOslNCSFp02E+xnqaAwEEoZHXGc0QTvrwHuFdIUeldBNGhndg0SxWcpboAullpEYzCxxh1XOl3zkLV4rdvMsAuV0DVrLGKEJX8OzPXan3sQ3+rgWz2i5afs2BmG9Jzeu80E8VPY29XtIHmGk6Ad+YrYt6H7lrnwPvzzI+ahz+ExGjQobBrhp3xjgJh9p3IdWPfU0OY/y8xjUAQAabDKsdedrTk34r4fTfXAO53COvxpfCvfBI9hPCHtiN1yr74RfBqHUXAPJlnAvsdov7U2s/CeJxtkUQrAIiQxVSpJKOR6EVN2lVUjbw93yxDJdhe8qSV79WqXFZj3LUmfEI8wXJgugWyHcvexPSJqcEYCQCkLLgBhalg/nec179U3oWkcSp+UcLXVOUSscAvMZrK06AMD1iHPIFk9RumuS0PzcoyTHlteuYmYXIbQ1g+G70PGXEBMgwuQQws16KRHAbOAhRIQRbWSNknRriumB9qe02u/EEi4/oLGjbZIIRF5CV6XcRrfK7W0Z1j1FSNw0TPLvLnk4rjRxvuGPM/sOp78HNzXlrB/jfGfnee8MvAH/SKKNTjfK/brDB+EGVhtGL/OZoGEuRcBKI2SiffokkRWlQXX+6N7IlnE+U8yvmJ9XIjye1vT5FpKmv9xMknhD0w6UmYlAcocYgpsMlWPORivcKyOiuM+1CQ4PWtrZasrdHE4dKr/jdmgP/ggAsCqjvCPko+gYpe4XR9M29q2sAmJmbPR6rlnlRVrlyMgh3PUx0c7p2/icPoqfQNLDfy/omRPxFwJ5NHMEo+V0N34iZl+OGAw4O0rdCR7hXFOVSnzkQRfIt4dyXJ/KkPH80jqobMzwXWyj3C8/vhtpdtYbll/TAQD8tUrsnGJH7e4AhocDAvj/AO/d6PehvC+8UuYkGp3DOZzji48vBVLwCooUUh/+AVxVEvSLeeirr9IqrK6hTxr47ASkX+cOGmjnnM8/asTDg7RitaKPbmmfxHIQEz7GNOKzLdNi7FyMgamBYcSr24gsfLU3sG2ZGV91ibQKQR/MQ59OX3G0m9ZYt0x00uYxi8RgkmF9i6x+i/YKR7CMyKJwhBbviC4XikZyA6Yx+qU5Olr+kFx3/Mc0fUT/EvrG1lc/QUksffMyJTMbfxZChPPsYW+kbScq8Rik9a5SuCOngVaqZobnGYZESKHK+iGfeZa/C3dnZpvE9EN4jzF8V7pFbB13ORbPSXiPG2Ns7qlT/AmzOeRzboj0RZyBVlkbnAu318UajB1EYZ2WzzEt579DbjLcOxigAwC47VxF62843/UvUd7hVz2xmMQw8vnT5B7WplWgXwwpZ6spR2M0ffPFVQfCGsQMwnAiBttwBhbrGMaTeTK71S1Th+hWchSJvtSTygESjZoiCaaqGVqe0bAWYylnFAXi2ZNjNurafFkhEl5i8x0XPcPeQw3kqhI0e1Gp+hYAwD+bKCz7UCWu2ImA8pcYDp2MY2Zht3U9Zkx89mcIAFAaPwK/RhLYq3PUK4s1FUv+JHT14/zdQ5Fiv4u4UFRcFw+MzeJzYqQNFhnRSOgsn6krtRV4j/bdcw3nlrVIPWxR9sEljPp69cMn/nUyGj0iQoXwbz8PxVIHGk9xzjuD+FIO+xLuh+nWQGqkcnRaKNhspTem9Cx3LrOSMFPaIrHHm0pxvp4MbHwIF73F1IuYSLEN+QAhupdiFno/FsaoO1gQpbn/U1xdJsm27fNBAMCEG92axewcuAl8kabKGX14SHsNf7IRCivGOEd1fgs6jxOSZ26gC7KwRIV01a0gvIrf3ZLIjeL8igQmO1+uJTex07O3WAC2cBPziby+n4URmFnBCl83PsPkPAmzkrpEDJhJdJ5OJyn23UW6STVHboPnd5kCHS4XC8WOKZEVSDfA/ADh+h/OlCCvkJtd4wl+zr3vNQBA4vqXoFwmLF2cIkEadkoNQx61fmA9n0W1yPnUzNpR4sLM1FE93QhHcCT87Pz8hShulj8ODsJYOzfdEys0Am7i6eApZ/px8iHmSeAYN8s8jxnkiBtWfSqVP7/DiKO5fDGCxVLysEO8j0t8MqrqKfv8JBZJDaTOYqKVL75Nzxc5YcgIo5WuWO46vqjzQdSDa6eM8DWSoK1X0sjsSo5Eqz/vkVzOTWoynnMY6KqH/zodACBogZuqISwTuwYGAQBHGxiZKoo1oqKEKdUDnSyTNjVz/snxHYifpy4H6RnxMnZ0o7OEOqyYoxt4RaqCl4PPUqImYeuIp8HouNGAboHRJuHY3U73wTmcwzm++PhSIAW1j5+wed1ueMglqFCxJVnMMKFuo5HuwT0BDfg0llB4coFhqCJVImIFwqW3hJ8AADxdPOBvEokgCXdPnKNVtmeYIE2h9W5dEo/qWhyASTxstusDohL9PV5YH8U4vFBBi3tDzDp7QZ6Gi25iv8Q+wsN3HD14IYkE1cVQfs8wNIp8hpEx3UiY1z5Hy+7fdQpJW8TSVpXY9qvrCvp0zJMo6KQbU0NvAiV71mPZg9ZmLJzhKslBCeYj+XwL4lFlJZpyBLozZ2BFR2isd2X47NySAC+BJGXyEO9Z7G/A8Siuf4MnIem91QZ0p9P6TrbSCnp5MCy24BoDTRnRF5JYo6AI3YTuI6ztiLiVLpEqg+gj4KNxzJko2wtifsXX8gbQrCKSKFVSVjHTKgTHiZ2uVZRtYiyfrb5uFCHi0evGauYAJHXch+4+Zii638tS4a0nXdAaR4G1agnpJ3y5Pk/XjWDJTTzY1U7U0RDsh7gW6kLUXqKUi42/Q3I4sz7rRHSpeYGyGFXYsPx9/nvteyQJrxbcj7kuroe3mXqyS08Ic9JjBGY/kqbwYCh6c0s+6sxcx5BCImHr+Cp8olnqHRLGLuQ3jhIpeG1qwGgP/73nfrHj89FFrM4w/CgJ4BkZ9XMjCGHzM9jBFn5BcUQYPUGrmCigXtn2bHEiBedwDuf44uNLgRRcXYIFb68nsXdHGJosDO0sKkloDWyk75pTrUadP8mWgD8xf3wxZj3s4SSwCodZ4di79S74ii3Dwk+IptZB39iBCPSOk7BrjWCoLt3/V4iX0KoGZPLo93b7MMp6ac3iBRJIbRZamIzgtxEySMLrtMgReEnjcaCIfmaNTUxwsQxD1kY0MJlJy5w9TOJxYWkcC670C1dkvP7WmjCY7+Xvrh6mhX5aQv/907kirHuOKKnyR/x8Vk4+tAoioBvr+bye161o28jw1uLbfD4/CRGMr58F7s8Qha3+lkfEme8vxMYjRA/WFFr5WfXdUHbRn84W6MeW7mY24DX9Zvh20+olzdLyTgzOYFHNpKEEOa+fEUSeZzjCC5WXyU+Y7iJhp/51JzbF8xkq19AnXnvoflyPIxoJHiJSsGykZUSTCRPraZndxISsOx02nNOQf8np5bxr7c3oKGaj1JVPOd/4VfJM7rmFCBMbZQ9dewkAoE2+FzI3hpHnyphQ1Pv9XTCXs9IzMZxIRHqMsq1OncPGISIL2ybqpCxCC/cm1rN4d/BvzcVMYpK6bUPeNaIdL5E7+fPwQ8izkUidkVBmihk9plI5757R7wMAbplkg6HZLWbMGTiPVhnRWGr255gdJimsraJMo3SHYVOR79CZiAqSEvnAHyjDsNxPPqzxZ/+9jEYnUnAO53COvxpfijRnF7UrlLtUGPQ+Bd1xbmRlTzIiUHCZITuZ/1GEtXNnV3yHDPxEWSzyZplybNzxEAAgKtCApQvkGU65MQU6fj93242nr6PvcYbbfO20kI3mpxGuJ+P9VistUn7tBLQx9Ev7NpM1j7IyPXq88gxG9tEHjKhkooguch6jg0QDepGhTkn8PuqlTB3OLqXlStwnJiNdKkGQB6978Tq5jcl8T3gNM6SXtJcW7t15cifygj50NBH1hN9Bv1Pqp8ClekYMDF20TvqlF7Hj95Rb+5NM0hk6SSsRtk4Kj+P0RSv9GBEong7DyXze391KSxQ9PAt74HsAgAsK8jmTpWxSs8Hkg3gxZfyzNMov4OYyRifJG4w+/UsAQHAjT0aaKOxCtJV+fU8POYtsQygWzLSElkr+7fiBzxFiZq+H6FTaKbNAOS7tPgVZJEOXIz0MOaobu7ASzYiOUU1EFzcWjYUuRn5mVGzG0raLsghpOY75ZM4x1sJowlSeG0YniEqeKeRar2SOY7qGKKBggfe6GUduYa9nFjy+Rq7K7Q98bWodFsitREwLduphwjCtfstuOwpkRFwnAig/T+0MllMYUfK6ydCndNAH+VHkadw9qLfjYmRlMHoFsmnyGPH1jJBMeUYiOJUhy2WrGJ26EYrWRH5X10QU9s4cr6lRT8PT9jd7HP1/xpfCffD00wnRe/8dwXNTkE6RpCrN4U+teBLzwnUZ4vwIHxv9CZ/izEPolhJCfS+QZFGt2g99ARTg/Et8yULuYkim3nYGARvI/m2opLAHhQOYXRYPU/GhQkyvmhBRwpXxEUNjne1cCP+jLoguoYKrR+jOdKfUwSCSmmm/Yx7En39/O7Zd5HWNAhfIsYGQ2KUzEhUOHuG2tpMZeVXb65HZS8hX76YDAGwzsninfXwP4sRDcebrywAAwdmpWJUS2ratsgFHssUfrp50YxRx3ECHeqjA8d2+SNooFieNEHpXf/QGghO5GUxmM8/DVHocWWv40h5LoSuSWk+ySwLA1ZMuy5strBfYWbQdjYt8gWUH6R5piaiR9G4hPomgK7GlkwrckRAIjynOKTKZMXh5/QiWQzgP/dt8GTW7RSLOcAneXdycrHt5DOCagkIc7uRaWcbpcukqrsFjJ7+TssqX4JA73ZOZS7cizosksmSSxUxrbIfRs48veWoni/Bs2kpM9vOlGo7nPR8M4NkXPx39MXy76UKucaFLNDm3iCWx8cvIbXRRN0zymYIihnF5nBvGTAdrWOK2G7ExkQZo8hLdwSOebbg9k6FWk1jzULdIwygVXOFWLh4atIkvfcxoMwYNrAFSirUS0vAQePfzWfPqmN/x8VoaU5SqoQwRu05d/pXTfXAO53COLz6+FEjBRx0hrC3+FkJ75RgTu+NOzhMua/0Juef816NunsTeI42sWCy/JRKmPlqKyG5aK3PCDHRztEonEgnp7tOzvPp41gxyL3LnTVCRRHt3NhCbwikDn0mSkM1NS1DuYjhp9gAtQUwTYaThzDC61KzHSK96BQDgnafGjA9DgapYWsHqz8OhzKA103iJhNYsrWZQvxZCJqGrcIH7ckTRNZwe4rOEiEfnCU10O4KszTCHEIlYxGPBTMo8yGQkWTXunP/4ZDzUbSQYszfRBekUaxXcv/EaVj9iTcO1z+laPIA8NIX8HgDg2UjEFSIbxE0NZaMSqzA1G2k9vdyjoQoWSUcPuiUZf3wA1nyGUHuWCZP9A4iQbobocEsVUcYEaKmxyR2dbxF1GQpJTO4NvoGZUobS+vxZem500Bqu019FdDTdP0MHkUtoSg1axM7KCiszN8cN5ejuo7ulOkAEID9K18JXdxmGIFaxBnSQVBxcMw/ZEbGuRs6wZlRxMfwaiQYG1Vy7uaxBAMDSeTusoUR1qgwiuqyTJvhEkhQeFEuy0UPEY1iuQ1ofXQm7H9e4x28atjnOrZ8ixmPe21H9B+rpZDTD8FPRXJ/93locNfOZt6URFUT3y/DyNBHfbogHf7gHQlPNNfDbTbR2uIVoaSnQBtd3+btZHHQiBedwDuf44uNLgRQUQZFCwqPfh491AZ7R9OHt79JSe6Rzx171m0WknmHKP0yyFl2prkL8LENBge4kdT4bjcaGYvpmNbWsOgxbppWPzMyEaZmWc36IO3pJiQM3NPS57FcYFtuW1IYPxKYqG+fpI1aLIcQNGQNYnOWurVggUTaq3AxTP3mDVRk5i66wEwhvFENYHmITFPEA24R1VpSK9e5hfrT8HRnNmK2kr5/nwnDVTAwtdLChCFbeEjEahszk0jUwxxIp9DRxbvsjTuHlIaKByDhaybwxIqMWj40Y20G/V3OQRGmO3ob3smnJszS0SAaHCW4GXsOyygq9zTNMsc7bdxO/P/IQAMB9axkAoOrsDJJCGPasiSCXk/8RLZNXgRIziUQ9ieJZGU1XLkK5ndbVviSertQjg7WAiV2Pik1iT/RyTax774XwEdOA9ycSiVz0SoLSSv4goJ5dpS1rhnBaQ/LzV/MMMdc3MPxXFRmM+UT68P0y6tPtf9Cj4etMeZZXDgIANt7Ih86PKKdc5I1CxNOY5CPZaByllW+dJlq67bkGtJQGin+n9Y74Jp+t4+NxzO8Q6w+GOa9HEhZh7qIsq1VEJHHT25D2dT7zJ0e5yIk1REYzESps9mc9xE/riQqSo1dRZGSa/59WiE7W64NQq+ca5D5JHb5ZL9acRD8ATR/X+8NX/u1fp/bBU+UvRG66AyEphXCJ4Eu4eIkvS3walbUOEQjXEti4GanIdS1vYCSbxE30KJVE/74BzxYTmh/cSgHJP+IGIIvaB80CX8zSF0U49sNEuGjIyttkrA2YNp+Eh7vYI9LOhQ0zEWqaB7yQ7xBPvc5n8ZZfvydcswnX/Sx8IabDvdGq5Tx8PejuWF4lvDWv6UK7Bze9W2JJWg3YV+BpIjztnyf0SzLQhVotuIgPXL4KALjnJCMaAz/sQ8TPWfg1E07idcpThtYL3Ehcw6nMB2JJ2IaEBOJ4NyF3oBtdhYLGw6iU8CXo/0vX5wdcYeymgl8X4/wHmvjTkVKFNi/Cem8JXYuKRm/cVUK3qOEMXT8JuCZ3hPjDUMkoy8gWKqk56W0Y32JTEftvuJ7rfxoC4zoq9WdTlKminZA6NTMIgnioz+p5RhAW4oxQLPFZyhL48j7S4YGPlqgX4aJrKFiZ5RcuZMF1hUbDa4VGp2HYHym7SQTqjXQ3Q9pmYdFSZ/pkYk/EMLo1be5diO8WXdoJRkqm56pgy+cLN+3zHuUSwPdJr/8x8vvpSs5G8aBh5WIzhAnCfNc9vIamcwTlYsGe3YPrbu6hm9w3+xWsf4jrKe1jUROKqrBfzKE5WcRIVMfgm3At55p5TVE3NY/T7U46WIqEDZTfk7f99zYFp/vgHM7hHH81vhRIQaaJEQK3/QwuIZexY54Qra6FCKGlkLvnsx5umHyfO6/bZlrIUpeziHJj0wq9Fy26XpqMIvf3AAD9VbTuQ89wpwxdcEPwCSIKxwgbVZwLkuFAPGVwM5qQtf3Xy1BuYhw8tp+HfYzPM1Nx3X0auNQwi24xWizHbWtBXQDdkhwz4Xpr8JMoiOQ97IdouSIySXi+O1+PA4FEInWNhJ/+d88j9DBdkNq1vK6km5mb8uVALEXQIirHaAHCmgUEenMeFg/C0/4UC/wdJDwHQ4hSMpppQfrvvoieDlr82FL+tB8YQ2EH0UuNN62POaMRTTOUae5/EqaW7SJ5+Yh5BaFxJAnf6SCiK5Rtw4KFbl1SBt2Z1gm6DAGKVAiSNwAAA6t8dq/Jz7E0TQKu2YsW9IGg86hs4zx3KthK7/BjXCf3l0eRUkJC0mWC0H8o2ozUSOrFxQsMxbl4WaEeIEqriKPufOUC59iyZQjGRa5jUAi/F7d4FK51PHLO+hJl1XuxFhd0RFYHbPzux6V0zVy1UhTL6RpYLtPYPp13Fhej6SIuW+k2xqqJdOxHLTiyVqz4tJUBAGbXd+Ibswz3TiuJRA5170IaqFvL/UQRg6l0teKmP4QkmLqwpKJr5j09i8JzRHq9hVwf7bVWdKezfVyPPxHF5k+JAK/vVMNVrJyteG2XEyk4h3M4xxcf/+hR9CoAfwKQAkAA8AiALgCHAegADAK4UxCEub91HakmTJBtfRFr/RPgGBWz46yirzvBnfveMAWK/AcBAI8li2fLfTCHbUH0B4d3s84g5cYNeKbyOLC6ZYbN1IP83vD+Z5BVyiPrR8Q69fHUAIzP0crvNtJPzTPdxEXDQQBAp50+o8osNniRdCFQwd3+fBYt+8LEuwgfpk+cp+LPoYBhuLjTP/VvYNjMvoHPpDo1glPFzIbc40Nk4XK5BytZ9HEjfVnHUd3Ik4IuK0bx7VJaqcMptCa70xvQdYFNP86HkFhNTsjFtIUoal2N2BlaPAK+5UAjFj4lWdW+SqIWByTYMkrksTBDGRXcEofjh8sAAJMrvNamcGaBZsSO4/IyCTuNG9HPjtownBSPV58eI6dQlEWZTV2PwLgnrdmDqXz2P83mIs8gnmtQSv/X3TsRH6czVDiXwYSwEgtb5FXWDMKySmsdcCsTp1zPGGGXUU+yqtlktuHAFDzKma0Y+E1ev62DP58/A1QriPyG48hxtGwexi1jfAb5cSLKWc1F5IqH73YXkgjsPM5mseG6K5gdYwVleCzRjM9iDII36gAA16s4X+9tlF185wQWXmMdwqXXiB5S346BQ000FWgjMhuYa8G8lqghyofzb2kgMd68fTcKLv8CANC0RKSzKceM2jaRgE7g70K63NCQLR6SPEc9sZq47utHdKjt4vtS01f8zycaJRLJ+wDKBUH4k0QicQcgB/AdAAZBEH4ikUi+BUAtCMJLf+s63t6+QkbWLtTtOADPci7yvpRBAMBZBRfWp7YEK+HMFsxqp/KddwXWhJD4mjRzgfv0ZmzKZ+xdOshMsVofLkquLAQykDlu8ubL4H8uDQ2u3DzuKiIMn+oOQl82NwpM8SU0jhLehl+xI/Vpsa14NaF0c0oN5GIsOkHPFyhi9U0otDxzsnSYp0MnuW4CABh8rmHYQij8WDbh4aelDowki0z2ayTI7vQkGTUTKGAhl3JwNRP+tk4uYr/YEtEczLh2WZwPopfYAKZ9mLF3VTA/nxa0GzM3qLhmA+W45pY9mJKQuAw9TBfratStSNpPEnb0A7onaVq6A+0uOZCbefyaZDPhavmwBFvUvEfKcSrzYK14MM9zXvC9yHVJjmVEZWjeDkUPf7cYR2XtTljFlhEq+rKKP28Y6FqEul2Bcj03AI9DJDQdHvPYkE8Wf7qKL9egToqqHm7qO+/iizd8nWSo26gn6tOYGv9gMAnb8rNHsCLmg2hlfPaQQC06BniPuVmuRVQKNwnNtiZU/Zg6oNzHzX7VIEeIJzfEHD0h+vcimDKdO3YZPpFlAIClDhqpoFkD/Je4wXWJ2bDN8Y3Y5M8cinLD7wAARTO85kxGPEYv8OXeKuV8JhLmUOlGEj7CyPm4JZQi8AxJ6kE55Sy9Q+zUdO4aRt3Eowj+/NI/132QSCQ+AAoBvA0AgiCsCIIwD2AfgPfFj70P4Ja/9x7O4RzO8b8//m6kIJFI0gG8BaAdQBqAOgDPAxgTBEElfkYCYO4v////G4qgNULCwydgmh7H6gXGXhd3M269c7kMAGD1ewyLS0yqb5wgCSWb6sBEPiFohJqWZdJ2FvFiZ+eiaVqwt9yZv5689BQ8Jkhaza+nRe2/PouMUMLp6QBm03mdUaDyGZJPa8+ybiJjkuWvb/vmIWk9G4xowui63LgJuAssTsoyklzqaOvA6h4WUXkJDIctVoit2lx18NHx+utHCV3P+BqhD2Kdh/uHYi/HdFqfAWE9zGJHsry7Oe/W7kgEGwnvw8WTnY3ZUliGuZ4d40QAUYFENZLxOeS66AAA48m855ahXHx+C+P8tqq/nOy8G/ouIi1VPM/G0LszbOroHkCvlXUCaXfSWmnOp6DVj4Sqp5TIbExKRPKVgRVUBpNQNfgQWWSsW8QRMTRqHOZabJm4Cf04rfWaPURmZfW8RvBINDoLGArc4kaXq1G8AAAgAElEQVSYHSR9COUC3Q37EpGWwqcJs6O0iB5RJJ2jfOjeWd/YjMnfEYannCa8HtOpELvC2hjrmAjbjUtId1DmUrGw6XwS1yRrJhFjaZSLfZCZrHAdwaKJOQX3jfFzxj0Mf7fZGlCySoTw7A3K6htRBkSrKKOjHURV2rgONAUTWRWe57q0pBEthw7fDvkg0cNoOF+hlSYzVNnU+fEZAvClzLPQCER1FUaGfnfpKYszsTJ8K4CI4ieP3vlPJxpdAWQCeEMQhAwAJgDf+n9/QOCO83/ddSQSyRMSieSmRCK5aTcb/oFpOIdzOMf/5PhHSqdHAYwKgiAenYQj4KYwJZFIggRBmJBIJEEApv9vXxYE4S0QaUARHCtIZG2Q+9WgIUIHAEhupOUqfYDVYdGnF2Hvor+UuoVknnWbO2ar6Z9uDqOFOdcSi1kxX725i6Ed2Bkym5nwhf8VEnBhIWLm2ZoSXGrnTg53fn57hidSxL78Qh3978u38vPr5rzQNkyicU0zzXfeiwNwfYGEmr+GKGVjQjx+VS2eHWGgJYjXM7Sn33ULgk1vAwBafTj//r4cPNhJdHR5J7mEoas88jwiZAo+sZxH1QBDe4ke7QjKp0XMHSHJ+oOGE0ibJAJ54Lu0xld/z+zEhfJxHCxlQtDObvqnv5Gdge4Y5TEoJg/5vVGJ5a/RwtkPUx496fRrXbcrkNYuVkz20nc2OK4iTKsDAHg3UR6GvSx1rjS9hCAjE8L+UgF4/M/J2GgSj4bbRdTTfVqG2HUMv9ZdYbjNs49oKeurPrCdJ3cTeBut6zuev0PJEuW8MkjLvDrVDgnor0eNUE+MEs7bsuVt5HtTLvMr/NvwoAeCEvnvARvloc2+hKVWotCJdBKjAR9RLqXzidAtfAMA4FNM5OfdBeyNYSjykIbVibmeRDjXe9RwuPLYwpJZzvVDjTu2eLPMXbHMdR8e60eJ9tcAgEsWhm8DB0iGunk2oTKHaEpVRiQgi/OFeQv1r/ZXPIfiZVcpJlzJh1lucL0DxWPyVJpQnA37yyv63xt/N1IQBGESwIhEIhFTrVAMuhInATwo/u5BACf+3ns4h3M4x//++EejD+lgSNIdQD+Ah8GN5hMA4eDxdXcKgvA3/YMg31DhoW3Po9JNC0/xNKXxLFpBhRhO7JhSQhJMP9nmTw7At6cHGzOYvz4s+lK1HYmwptJirctgvwF5P59xYiAMkl3cyQsO0S8bujiJihyy1PZY+qeanhE8lEZu4FWxZ386y+tR/6Ne4A5aQqXoBwfLpbD/kREG3EprbJfswko7v5xzH/3wIYGchWdFF9z9yWo3iiFMj3PhCIv+OgBAmkO3b0RMp3249DLKd9MvXP8RrcivkjMwLzbxeCKUz3eqYQlZ4UxGanMhclHNkP+whEuRWEcZDW2g5Y0bi8ORE0z4WR/GCI117g5Iixm5WHYlSvNRkW1fHDMhJ5B+eoCesmqbtEJbyHmYDbR+Ne0M53qHvgrlJFFaQBSfxUfqg2olEZPdTCvbpx1A2ABDKfOpnHfUac4nzB4Plaija9N1AIB33S7hsXqm+H57kGhMvW0BjimikbQYrs9YI61+sd95HPFl9GbtjHj6km4bHL20idJpysOUbUJZJzmFglWGXoV0HlYcFtSK3mkmfWluiCdKGafQFc8eD9tWmVxWZ6HM9lldUS6iE30QI1n5lln0hRCcu5/nWtRkZeGJXuq8KY46f8PBMDWGM5HqKbYnXCJntdvjAmrEsyPkjzLqdOhUF3zuYOMc3wYxxK0h14G260gVW7UdfPuP/zq1D26+akG9bTNUsYVYGy8eiHKWL0GyP1+aCY98GKOpbMr5TQCAmXV6hIlZbBECP9/b3oItflS6mRaGrQz+jM9XKAQoPyUBM5lGIikyqAsdnhRadjdJN0egDTNmwt4ogUo0EkTFD5U8jeVOEkFVE4S/hYow2O8kDF85y5fdJ9qIcQnDZUo9F8jXwmt8HjEEXwUVt8hESDxyPRPqKLGL0AgVTO/BTWXuhXb0z1ERJt7iZyxRk4iro6wClISMjbGLCA0lhA47ROXoe5jhW+18NDrSmQfh6ULle6TqIKbL+DLOqviCngyYgGQvZf6U2CX6gpbXUhpdENdDKDyYIOYm2LwQ0s8syhrzO1yLCJaKZzYnYf1jDL3+sYowf3buK/BXHAAANIumInxHM/KWuJm5UBxo7aJeZobNYdCD4TbXQhqFrT9fxrFkunxXpunihCVfxuNZ3Hg+HeF3545zjjqrEitrKPuQSBqF8REVmltFd1QMg0o2b0BiC92GWYHukSybsqq5fBWRYudtiS83P6/BAHTKOOGe8TIAQP4SydnOzXXwsVAnQ0PZAWzMJQeLpZRH3F0MGU5+GAC5gqTpUiznFhXCvJbe4GDEXaPBWlPOa1zblw5dB697OYMbV1rDGsS4imXUYsdwldg0p7xRAUUB9fvKc684Mxqdwzmc44uPL0WPRo1rMO71fxlvLAAZXiQMR1LoApSYygAA5xoHACuTXYpXWD5se3MDMtmODx95cbedH5+G1Exr7dXLvHhzMEN3MUGRmH5qEAAQOs0wmscSsLpKyCjR0UdwcQ2Fq4QEz416no70XBAt5Pmsz5E6zbBpghjie2/ahISbDBlNtzJF4xZ5GmLFsyKGJ0lktS8wmSlj5BhmR2hhJOIxX7IHtSj/DsmhiXxCXb2OEF35qygoVmgVNswTddhdQjAqdi++WksLs3k5B5UmWrYOb1ZORl4m4biUPY4tLxNBDScy4/BC0fcwCoYbVfuJel6amMHwMcrvnXjea+4C5VficwnNUiKiopsM1f589EMkimSYv42Wd9CdlmzPui48/zHXLG0j3RiX5SeQcwetWPQJXtc0fR45C3S7zk8SEWWJqS6y5SJ4ebD5iOt5EmyrdwwjJZdhRM8r3wUA+KmfwrEf8VmKtERTDT6s/LxPNoAzqYT+Bn+6X70nTZDdQ+vr/VOxhqW5C/MiQ1a1ShdqwwaGne2RBoTLiJgmBZZmu+is6OlnmPmbSrozrqOcq8T1PtjEWgbPNziP/AfcsNGH8vvFSRKHm8OzoPdjwpuiUXSd7WVckyvxUE+/CQD4NIMJThssH2KsnvcPF88akcZaYHbh8/VPEFns1hJBJedJYbhKlPTfHU6k4BzO4Rx/Nb4UnEJAYJhw1wNfx+ufOSBT0Z/2FhuP5rkxPdWeNgbNEe7ap+Ts0rsjRYb2IBKC4f06AMDEhBku2fy3qZthxTuDaK1+PtQF11WSP2FijX7S+BCicxjSO9ZL8rE7eB7e4udi3GnBfKS0yjNuerQZaW2KI0ggztvmkXSTn5/dRXRSNZ2JLU20dp+40Of2F1uqhfraMdJCPsBjF+Uf3dEPyxR97SrhEAAgWM6mIqlLq9ghdvwdl/Ln6Hw/6kUrtv0g07QNXgLeX6Y1TRAPKzUaGAKLfiACETm05B2XKFuZuQnjC7R0JZG0LB9fn8dT3+I9vH9FBHXFiyhiJccVdU1ED/tn2BBmMvECrAO07gNi6C1hG33vi1dnkRvPtQgSuyn7lQ6iKp1Wcp14klOPcQamEf67eJoJav4Oyv2SPBmbF8gVtKeK85EOYMNpWt+RX7ABrs8PHkFrGBOIglW0/OHxRF7VFQICAnjPdLuYbh1jxtAgLW3aEP1w88zdMKbyPMeGYXIcJU/S9x9aOIw1PtSZc3+iVX5hxRcv3E1dSHqXyMwnnmu8ZcgL0k7yE0dfoY5mXvPCgi9lGdAioo6MbKjFyuAhF4ZjHSCPNfpWKXKe4jrWLPL6FmUdvExMB/KzkQCecT+NTeuow38aYrLaVgOdgDlVBQJ6yCmceevNfx2iURMZK5T84DWMtX6GQCOV8/QC3QeLnNAqz0UPSQqh8JgrN46M6rOo0T0LAHCteRUAkLPswIqN0NIgpyBd/T4CAPjvUkBRTbLNfYVQesw9CT0OlqXOXCaBtE0ajzP7SD7ZLvGliSngy9DuG4FdNZSZTEGlOunyC4Sv2QQAUA0w3h4wmYJF8OXqSeVLqConEy+Y0qDcSKVXefNlqa9Ww2+J1/W6l6SRu+gWjA8nY1MaYeeHGrLR6yR6WAbFHH9vuiLRNwFHOpWuVjwyel8K4eRiQirizxPOXpeQfNQXjSNVIIPt9RmPl2tNTkFiOhV2TDw0VzlFht+7dxy2GL4Qsi7xMBv3KpyJYF5DwQzbli+qmcm59mo3tE9yszxuGwQApHd7YKpdBwCY3UC4nHPJhIBEKvjZa8xM1cvFsnHXIKSW8KWpvcbDcdLzlCiLoIuT38KNcfmiDzZuYF7Apx58ob01lG1o3TW4PslN/aQ7ZWv8mRVF4iHGV9ypV+kRdiR18sW0JfFzezQ0QK9a8+Djw5fLw03MEh2agVEsRGr6kGstV/KFLgw3wmRkhqL7Il0R4WYS/C1i2X0EdedSkAWboyjn8lbq/K1xlEt/ZzdcNGzGYz9EVrbxuVjcE03dvXSZa5G16AG7hHoxHMxrqJX0g3pjx5DVSXft41/8h5NodA7ncI4vPr4URKNjzgTTp1WIHstBxb2MGVuui+GiBELAlMAVnBrmbjw9TSsrkxeiyMDWVdLVfwcAKO5owluHCOH9avndoheYd286L2BaTyJuKpz5DV54CKljtCzWQu6un0hmsTueaKTPRNLP5kkXZGevC1wnGEM/nU8iMbkhDp03OLd1O2ihy0ds8IhiuS7m2cl4GCS28otS0dpHiOsu5im4+DqgHOOzBErFMw9WKQvX1EBc6qfFDQjmPVddQjBnptXJ2M3MvYv9O+Cj43ceHqKVcglgnD2kah0+SqIrIdSxUnDXeDBUbkQF5g06AECEZAzmG4TrcUmUX+cAYXNU0gDaBELh6ghC45LVYuRnMR8ku5aWS5rB78m9+jDeRzJRa2OZ71AREJc+SNn+mbD9/BNzUOppoWPjmH0XOcEQafMFF5ya5FF1S76Mxbtc70SOhM9n0BHd+QYO453tlP3mWroZo/Q8Yd7/IkKHuI7fnWCY9Y1oDRwKIrG0BVZGRler0KKh7mQaObd/F13KkvB7cDWe7knOj/l8x1JnUNjOtZIKRGQPudKtKbsxgvgSWm/NEtepY3cmrvawgY2LL0lR9aArasOZuVqioGzHJzj/qwH+yLIxD0K3juHyYI/XEbZAncm3M7yZEFaJD4cot43bvwkA+NxAVJX58RLanxJPl2H5x385nEjBOZzDOf5qfCk4Ba08UNgXfy+UIa54s4eWKyqBfRImPGn5XEZteLGQflWLgpbJMVqMtkD60LP9/FyCzYRZX/IB61c2AQBaE0lerVt4GtUS7sLyZf5c/bwCfkXc3as6eH3F+DTU22jZpFYSTY2L5B3WaA7A1URyK3uJpN5PjndCfgsJJvMULcHG6N/A3Z2tuuYG6JNnScgtVCqXkXmIfEf947RgcUXXIbxMNNB9N31y91odAKDO8ik2+NE/rvYXMz0XZhCyTIvRVk7rlnv3fphzywAAm1poBT8PfAoAEDFaAekM57hfw8zK6eVQfDbKpKKvmejHXth+FhXnGCa9z05T+6qcB9LKSo7jFlcSpHWLYq1EkwUpGfz8yRH63BoHM05XFk+heC8RQNNnYuViaCPqJbyu8RKfLyitBRYVreTaZYLXCdBCa23TCFkhn/NxI+VT+JsxVLzD9S58gj+l3w5Hqy95jhsJ5Bu+aSIy6/ljBma+Sz0ZuURCTv3SOfRWcL0jFnh97+EwaJdp8XvFA2ZH3cTsz+U26N0ZdtzvR0R3c8UPG9PJz7yu5jre304uRKF/CpUqcltlAwwrJmoD4X+N4VKfdKJNz7Y1OOHHZ7VsIK9zRy3v49P0Cq49TU5rWykrByoDWpEiJ9rpSGeWY2Dn/Tg7RzSVAiInPy/qd9jlUXSNUHeuT/3WySk4h3M4xxcfXwqkIPcPE2JvfwFyjxG0fEYLbdpKqxOkomWy9Ycj1Mh/Rw1wl23fakYuxC5IfWIb8Dg3pOiZyHQpiJYgSMdwV8Yxd1xSMi16zEKe4aeaCrzUKdbhxxClZFquQxnMMNu5DP4tx5t++4bX/NAnJ1LRi7UVmoUkuHzOngar+fz8zR3ziC7jnCa20vr5iUfYGwdvR7SE5z9ac8mdLFbkwteLCVWfn+bOnv8dWvG+Zhs2Loj58fveAwDIWp7GUsz/Ye+7g+I+r7WfXcrCssBSll6W3nsVkijqvbjIlizLju24JE4cx85NdXp8nRsncRInbom7rWb1hgoIoYZE7x2WDgssCwtL2/L98bx35ub75ruJc8s4M/vOeISX5fd76znPec55z2EYtGyADPh4SBMG6ynnc1pFKPF6MvJx1WqMrSfaWRIl1eO9hlHVQI2oXiZamtXdQmgyeYtiUTnLT9xqtCzOYqWF4yxVECl4ViwjNIzej/EukSI/h8Flse2JQA7tXv07dJu2727CpgXyM6VHGZCTldSG2AV6H+76EWVoPBhg5f5GF/x3/wEAYPJ5GAAQ2b4buiDyHqZKegdc95VDLoJ/urzIR2hE9bDVbg24GMWx6KaJ5FJLqtERRRSzVlQG6ws5jNa9X+b3PuO8wYdu4fWTKzBkZio/txyui8P5WUQmEklWp5Hhj3mHrto1Wyw49Rq9Pa7P0UNSVR6JZ+342Q9Fboi9dz3R+zX+fvwUuYoA4R2qn8vFiD3XZ587PQ4jIwGwj+VcTqTTQyItj0e+nOflHQm9Hy/mExVejjPBLBIaVNz5+zIvfSGIRomdFPbuLnAqXcBzG+k+XJx/FADw6wZRBWXjFDw7CYm6Y0gSSmtDYXAnETMwQ2geGKhEu4IRdhlnCRlbfQntHCM3wjOWMQDuPYSw347txd5gbo7uEM5XQu886hQ8XIkO4lCVU7D8djkZBclMzuG4QCHSqt8JxT7G/Y+LQrRqdy/opni4Nk8SGl+fJQS0K23B2VAScBvd6A7LM3Sif5mf7dpEV+NiG82CoIRIjEzQlSo9zoN9u30MFifCziRnboTEZG+0DDFy0FfAU1k5/06/pRx3b/PgPd3DMNC+eDkesnBzOlh5UE96aTAyTCHzlJ7zckdH6D+avxrvLnNOi27ykPUPu+CEIP3WptDlmnNduCvvH4BqgBA6aQ0FXvT4NOq3Ex5PVbDYjHPnHhzcyzlStJLMe+QKheVf1v8c29zo0lu8xQOrfEAHuf3zAIA3rN8DAPib8iFt4HwVPMx1bLDnXPVV+cHbkX109uG8TKYpUegmqjdrKVwnIjKw8T0Sh4ODHHv1sp141iFIJPy+7CpJaPV4EIIG+Y6Ww0IBZVMgfWrWIC2WB/N6DcdSKNfgeBp/v3eEUYaXM2MxLgrRPhzB/p9ZYpxHQPo8VndxvusSSFqHTlxG7zkKEYM7TdAoV1+MFYqiva9TaLcoaGrFL+ZCtpX7pOLvvEFtMx9szdZs7a/aFwIpYGkJGOzDcKobXvemNvBOpxaJbKYU7Xrlz4jdyN+5RdH19UlYLYpkhIM5TXT7TFR1IUXFcuM6Ufh0cI6Qfjr2TcwN0U3U8xbNiFUHhhCeQml/UEOtebddj31KBk1d8ySiaH6SEh5eN7Akakw0DNLdFyU9Cs0wbz0ubuGzkg/di4UtRCg1IiHV5kBCy6uhy1DqCDv9Zqhx3zE7IMWf/XT5jBpg7klqpJnvt2DpcRKHKySE5lbpSxgm+kaghdCys84DKX788EgoSShV1KMAAMO0A54YEQEw6l/xPaszUfU6TSCsFbdS1dGY1hEpfDRD5DI0xQQeSZ+9jxW72W9JBMncRe9wrA7m3/bNUzNKjTQnRkqkeCaNGv3bjUwOsyvvNvY2EB391Itz5uVzHOGtNF/i8mkOdqVw7M4NLSgbJLzPieVa1w85IDWYaOPnWXx397Ee+P+WCK7jBM2vyCpCatU2fzgvMijOOZg3XJ29zFiQE2F1VhCOj978DrLceK/lShTNo7WzdB0OTDqgPYbHJT9CvHOwDx2JfF5ADgndM6MkC33fM8OcxoApqSD9LpqLkdJJ87gxmKalb2M8ckx8Z/0898JGKaMkZ2/6QhHA+zjznSTLK25Fw1cgULdkPkvXGw7Pz7jXl3OIqtqSeVbMR8/gmyuIGv7eZkMKtmZrtvZX7QtBNMp8Iqz+978CP2MlXJ3oUpHV0w6zm6RNlfAC8O41SsaULZTAl442QulKG3q7cGUVhz2L5Tu8qZbsRNdUbwS/Y1VvhnWSnMI9EwxOqZE5IjiAGlQ5RW0y5ziFkUbaltNb+DtTiQicqulD9gvUnL32IvlmxWaMRjAART1DLTXspcD4BP+mf5roJGuoDABQ6boCT8ZRw3wA/s5DpkLMLG1JmYEa7NIiteUW/04s11GD2iVzLMVj+xBo4Psz95OY8jvVi6ON1GLKleRAPEOY4svpPaD3XrrjItv4/NHJKshTWNfRfg2JVI/DH6PIhc873kCC0W8r73jUjfhiUw+11GwMEdSdSRN6PiOH4LmSbuSfyJnktlI+D72B6KETDDiLCR1Gnyi4OhVDZJTovQzzOdrMIZG0/S1zzJ1wszkErvW8Iar6JcnfC9VSPLCW8xEqNOSna4xI7iIyq3clObdBxudbJAaolmhXX0zm/gr7uAuVD5NHiaTHGO7yXDjqaK/rRAWq2VtMnhMxXQCHOIYjK2rpkpTnK3C4l/sz7kG+q6acqC18PhXhs+zHwUlxI9IuEp0aanKXNURc8sYMuOXwXWVLGgDAilbOZ9eAHdTx1Nvt40Qz+7zzcdNC7mGXgkRjsY8O3n4Mh566Rt5oypkIW75YiSU7EsvNH/99iVu/GOaD2yyw/jpyXtdh9ACv5C55cOAudpyg00dk8PQiOzv2F8LraN8ZrLCK+PIpEkJS9+NYu4KbznGcmxu9FCYtZg3mKrg5x91JLmX6F6CNyBznQslkp0ZmY2SCrMz0IA/GeCL/LtVtFrcMfL/qqLj6mzWDuSb6jsPWiDJjajmmz3PTeTsyHn2lSFAi329Aw2XCx+g4Lqw1GJiw0wAAcp0pHFLVPICS8/sRu5pZhc4M8PAURNlhelIUZhGZpTqKdmDHLP3Vc2MUOmNO3FTmPTIklvNQxcXS/Lq51h6uFzmnsvc5f7qIJPz0KiMHI82HAAB1LYThm/0moHIk8x4qIP2lmSg8s4ebvhYkXktnaWoZCs7i5u95Z2PbPRTC3QcfhvlrhLOyeRKTHUsBGFNTCXS20myMyiLR92yCM95YxU3t9hGrT5v/7VFc7+BYTiRTAIXGF8Jyk3P6TX+RLquB72kMCMPbc9zqKdUs5LLcUg7Fb5jpyuGnnOfea03ImuHYrddo4jQtU9i7RBVjqoBz69pBwVI1cRfZTjRprv2O/QmIImzvmpKhz5F9e9JE4d33kBQDvfxbPxmFmqHejPjq9wEAWV7cywo5x+twbxdWjlIYLIdxr/WMmZGVz2fUv89/O09qkfplKgtdKxPutGdwX20L1KFljnvh720288HWbM3W/qp9IcwHe88Iq+v6VxCbbcS4Sdw5aKDW2e1dBgBQOuagopjkj9tT1GoZF1rRu56a2dWBMK6/cg4+y5R1On9qh7EpEo+j1reQpOb3h6oJ858IXMJ7EZwDZzO1VV7TLN5JJJnoc0fUmEghTE1TKeE+TfLpo0FKbz83KUYX6VLLCmIsxUCbMyJkRBSRV6gt3Qr4/T8uzcDiK3I6ykQxUV8n+BSz3xYDpbx7Ib9vX34RLu6FAACHzYTIdq9PomUD+9gmI1TcYHcZJnveqWgzEZXErWV/NLddUNtOs8vnKd6B8Lp4AGn3/ysAwON7hJ8Vehfo/AmdHF1ZxyfxMZphQ++8hUU1oxfXTxEptC/NYjGF8+xcR5NlTkUEkGlcjdt3aKrUJxGj75dK0OfANRiuoMkylW2EaozXy8PCqPEe1DCOpMpSgRp/rtVMOedlw5fi0CmychtHqL0nV3oiRkNSzl5FxGcdIGIpC/CHJoXoseAuY1haRiOgyKGJElpA+O7yl43QmogQrbs4z/kj3BMnTiqRE8899ukE50oq0yNylajqdZjuSuQRVck+NiM2VCDWnUSsR2eu4mtqrtnpN7mv8mI3ocyXCGjZzNiLyEXObZnfIuJMRIaj3SSrdUtF8BIlEjc3ivgar1q0iYLMZ9ppssYpiDYtK1MQc5ao53TNA7aIRluzNVv7/O0LgRScFWprZPIPkLrfDV3XaIdtSycauDPDpJ2Nd4wIi2C2+OxkapXDb84hSEZiR7ObdphiTIldE7S1XnFhNNrjo78AAFwN/xdEqaihQ/opbT9xm8fqWyLSbxM1V/2gO3QWcgmBasrNFUu0vfV9teg10+60eHDupBE+2HqL/Wj7Jfvm9cocBt2Ieu46aAAAOSLZhdejSQjroK14d5k2+tKkFtOj/NlDaMvgBUb33W09gxXL1JIFKawKdNlsgnaOCGhYwbG4WaMgu8B+Zu3hTchbk2UAABdfE8bsqV2dB6jdInQyXAsXiUTHqcn7VsRj5wnyIx+KXAIxgURBpt92Yfop2uuTVZwra9EiPLUkHWUcHgK1nLui2HR8/Dg5gvB3yWPESZtwKZBjCKqlLa+a78ZlNxKuwZ7UoMoMorHS666w62a/v/QYNfV4TzbqLxDN7AsgGqv2ewyJyXQHTpynlvxgmLb8UxtcUTZJgi9aJ/IMhNchqYeBT+kdRKWXgxdgH0VXtccQn18g59x+pOqBj+ChhmfFPZcrU7BbQRTQYyR/VLRAVNMdchezrcxV4SQS5i6rjkJ6h6gkzCgS8Vq8sRDAPR8iZcSmJJHRrmMHAxEcx/13IYzBeXtOu6LuSc7NpldYa8LnuQZ09xCd3RIkskrUIZUNtGA4mmNuffPAP1GSFWeldWNkAZoX1sLyDBfFeIMwKHETJ3uiog6zO8jYpt0mIdNXFwbtAZJ4CaUkfKTWSRS7koHfX8tnlK7npKs+GkRXMvKLO2cAACAASURBVA9epkiaknakDb9axw2b+a/cCNd/swfxOpJnLoNcoJVLzLA7Ph6IxHj6lb8rZX/CbwA9cWTeCxWE64r2JtjvoOeiaYTs/eSf2Z+nU91QmsgDtz6GB6720l2MupL5DjbxwJk3iPJgX/NF0n08eKUilbjZPwDh82SaB++QlC1K+TIueVCg6A8y5HfTVs6F/aAZwdtIxJVpGMOgq/VEXDKvDfdOPwkA2F51HKO/4EHTvcMNPOnFKMD4VDv4tTCpTdd5kpB3t7nhKVHBuz6H5oPbYfrUvQyd6NtFc2Zax3Hat5djZh0hsdcnjFNQZJhwrakMACAReS0jlwUx+WAYvM5wHtPVFLjd2gAosgSxVsHveT50F2ZRQk4mSrK1i1TpWacegf6bnLfst3l/uHW7FgffZmxE/C6ON16nh9aJ36vVcN42eTOitifRA6ZSxm+M2bH/46pFBDVwz7R/k6aZbISk3sbaYdTE0vQYbqbJkCVdgN0qQv6BQyRB+8a1CH+OwkM3y+jcwmnx/NAH0aijifOzGpF1TLWEqGxK39YPefDT527jsEgAk9RA0+zOA9wTUZJwhM1SsB1+N91mPtiardna529fCKTg6udrTTvwIDwD12B6VlxL7aa8kovchKpjUqxYowEASEFprgnahkQVy68dPc+SXgrpSahHiAJuGAjR4wsoqa2uqfC7TlLs7g7CyfDXfHErmW5QLPHaa0x2KRyOM2Z/cokunoJsagBXlKAtiOScv4gTcF5jwcwfqJV0TzP2fOTSJoQoSfCoLlGbdBSyuOiC8iwKJ0iaftROZKGUjmOVC9eidoKQXu5DaZ836IcC8fN9qdS4ca23EeQdIJ5LaJn08iGcf4mw9L7j4jq4979fBLLAV+S7DIkn6tENGrBSzflYGBT9djbCcJrfm/0doXzgNcLxatcwhMp4h8EQT+1m3/gApmuYAMTfk1fJTR5EWeM+K5HmQsQSdIFaVnd8GMf20hzY7EEY7th4HmOOXwEAZEcyxmSkjb8rs85gr4rI5sMJvnOfpBVzPkyM0+fAd3XFyrFeQaTSVsOLS65qQvm5G53YGswozr4qRnC+N3UWG/fR5HP1Fhe+io9gPJRxG4YLJCn9CvYCANKCforKNM6D7gajOQei1Zht0wAANogI1ZoIamX13QaMiCv8Sl8iRWNbBMzdvNshjeUV6qR0O5yu4ju9nEmCpuWzX5HD6fiT8K4mDfP70z461NYQ7eZZRNo2RQ1GLwgA8IxAzqeJmrZlBOKDcEbqjr72gg0p2Jqt2drnb/+l4CWJRPI8gCfAytKNYNk4fwCHAHiB5ekftlqtS//Zc6R2y1C4jcLtzlm4K2k3TvdTysYk02Wn/rISR4epYeIGab/Xm6ow3fwoAEAlIflSa8lCdBxvUaZ2iDhwGbXU70fbUJlEbeYk4dBr8u/g+QFqv5MPME4/4f0QDIsM0LFyXuF1fYDPbF60IvIdooLD0SJVV4UOo1ZqoMo77G+Wph3TKxnzvrCT31s3SGKo98gq/FFce832op0vLziOzmomV8myUBN8mE2XZDa68UYCbdEvx/B2nXY2GU2DRC9h87RBvfdPI/ld3glwyacGzYzlPEpvPAg/Ud690pF28j2pTWjqJ8rYnMU5+mDQFb57iGgCLwtNukU8/0etiPjm9wEAQ8+TU5DGjWB4kpyM1ZvjtfMpBADEjN+FXSPt9ek9DP5qG5uHnx2J4DwfErylkztx6yHaxJ3u1HB5AYz/l+qHcKWfLkDPOJKh3lvjcKWa4wqUEN3ppxLxppmuvftMRAg9LiJqNVcJmH8EAKh9kWsRc1ELXSW1e1IIidWxoregKP4xAGDmYbpjPZv+DABwWAyAXiT49RoihzK+0YrUi6Ii2MPUrzvK+O/dr3pgVs/nZ1j4712na7AsMShrw09IDKp+/wAyHqO7+/Yg52iqkm7feI90pIjM5enz5CwSda/gNV+eEe8EckrGpXCsXEn+Z1UrUceRLYQYvc6/wUb5NwBAVNL42+0fRgoSiSQQwNcBZFqt1kQAdgAeBPBLAL+1Wq2RAKYAPP6PvsPWbM3W/vfbP8wpCKFQASAFwAyAkwD+AOATAH5Wq9UkkUhWAPix1Wrd+J8+yzvKih2/Q/RwA9a7UjI2qCipK02Uyiswh5EBSuonQqk1m0xDwAW6B1szGGwSoxxGTyyBSXwrNUC5C+3xLLMPxu2oLVN9OO6GqS5M3CFv4BQgYuENAagx0kU2mV8GADCZaSuOWeawxpM8QIsLNdeasgNYzGa/j9by3QdyhnB3mH0LFZyC3o8awbjTAR6XqEE786jNMuoCYT9FrXNhE5Ox3KMh+iiuXIv7nSjnx52IkrzW+2Cm+TcAgKrNDPTJGpmDrwjnVVTQBtXuJMK59uqn2PYUbfLjBmrZ8GvXoQgjsqi1J3qQB1xD4TSTf47MUXuXmuiBsaSaENumBgCoq4gKpnfshsmLtxNvdpAPelK4VjXrVmNtF4OBrtrRW2Cf9BfIP2FtBbiTAzgT5IPZi5yjX/yInobZBQ0AoO1DLzhH8V09JnqYNF5TuE9Uo/K7yDXoyErCRQeGfW/R0mxerKB9nfJSJL79JlHV+pXMtRF2twqanURp80tEbXYTvggOJp+DO/x+pxs1r11bJQxmavCYe6lLlRIJpm9QQ1tzuZ/GspgCLuXcdtQ5EmktL7Nf/jf2IaiAHNm0mlp+uTgUnhp6Fuw3cv/VGchFLY7WY9/95MrePE8PkDq6BPIwjqGxlh4Mj7g6OH3CeYvK4Jy+E0L+Y03JZ3AXd4BOHP7t/7xLUiKRPAfgFwDmAVwC8ByACoESIJFIggFcEEji/9t83QKse7O+jKOGAARUc0JCnuVBDp3iJBYneWGumJDIKpJReA6nwGsPJ3RxSJQiG/HHspW+emsAF9hYwk2rdd6KoHgSWZdEUVYX/RBCfPiMCRCmxnz4MWrt+fNIFMkc7KbQWfXnXRhyJGll589nzM8WwyeTcs8pmlA6vrkD5wx0LWZH0L9uOEFyrFtZAtk+3sfY8hbNjWNmPQpdKAyuJHCTJg/woGjnPbDoxTj96GRGI7YNW+E5Sfdtnj/h/chCBUY7GJtRKuG8fS+EG23a2wOGE8Kt5c75SHpGDq9+EnqaNpKL/npvLMSyvzEJFIQXf8VDELOmAYZ+HkaM8e/y4r6Lulhx36KDh7DLkYLcR/ICsr3+yLXwpCAPm1jGpKiRcFlcLX/iogfqVvFw9+YUAgDWtTGPZMNAAebGaDZOZpA8DZsH7I08aJO5nGPPRhXG5RS6UidGBGo+I+Gcf98MhqIoECdErIiqRwWXtXx/wwcUOvEzM5BuIcEY0cvfFTsQ+j+SfRz/1k7TKSeP8TJO54LRM8/9WilM23xvHt6I6UCcyuXhTevj2Bx8o9G8WAYA2ObGcR67VYmdCgrR9nFm/S4XgiN/ZgCe0+yPv4IRqjW+/phx4r4IErUvnMqvQBPK8QW4i5oeDRRqq0+mQr+fSuz9V7/5P0s0SiQSDwA7AYQBCADgAmDT5/j7JyUSSZVEIqmaXzL+o92wNVuztf/m9l8xH+4HsMlqtT4u/v8AgBUA7sfnNB/cFaHWVSnfRmuBBLs01GwaAzV/RjylocOEBAOLJJ98RL7EH2p34VmRV7F3NV/Rf+tNNLpQ1v1pkNL1bAClp2zMhA6tyPQ8SjJtKsqIkVWEXtLrJNtMSctwKiWc1sVT80feoTYuk6uxKYhoo0VHJOIz54XrESIrs57IwnPRAJ85Sui2ZLouG0dYGLRoTgbpZQbHBO8hqilXTCCwjyRoyCyhdncwNZ28rBpDPyIcjKimxg3yTEClhdrAYYkIwLmsE3b5/JvlSLpZzZ9Ra0tSw+FvojssdoCIa0A5jyYjyczlVMbur1R7oG9cpGibJ2EXs8jvvyLpwdsBnNuKBa5Lh0ch7G6TyLo6RXS1LYPj9jJ/FW1TDMgJCmXlJ1XgAFKeoRn4xvfpUvXqdcJoF9fUN5hIZMiDZGSubDXiisoAAIs3qHnL6r+M3nCaX3EyUWzVox4eZ9UAgIY4mnD2Q4TyEvl6BLgQRYyW0GSwPDOKOi216+osmiVdn/4S+Yk0F9whihg38Lp0cUAU8jYSBdSV0e0brziKxjPiqrUjnxEVwP1YeakLmb9h1bKBYpGPM2MnIsPpdjSfors8XDuJC+HMp5lgIlm+6Mvo3NiuVhjkRD2nPQoBAF/tv4mxUJLDnQYiuomKBDg7cczBa2k+6nv5/8vKUSgvckzH21L+x12S/QByJRKJXCKRSACsBdAC4CqA+8R3HgFw6r/wDluzNVv7X27/VU7hJwAeAGACUAu6JwNBl6Sn+Gy/1Wpd/M+e4+DtYVVuL0JGijf6v0UNkElFjoVUBn5UefwOpldJ3PlK1QCAqDWLqJNeBABMK0TWXWczPvsjA3Fijoo6BMepZaeiB2DKobap/5TE3SrVg7hznFrEKpKaJPlJIM+nlpwIp9ZWNVNiB/Q/guF8akTHMt49kH75QcSdIyk4MEltMhzmiqIlkoI3msgRmLwog/PvnULbZdrrstV0Heqet0fBfUQ2V9S0cXPLKO0vJo6iyERpXxxD4i5Zfw/OjdI9mZ1DpKOrikHmJG3b3uc5voh3aPtbWnOhi+U8uIpEIpc84hCznvkFoo+xrzqfThQruQZBVEj41hjH/utj/Yje8jQAYKWBfRs2XEa9nigpfZlIy5hPG9mptgGzA5zTs+s4x6sq/LCgJlLQmTgHc2tXQfIqibftW6gtPxnifPZ074HvFnIg9y7Snaeb+ghOd3hPYHGZ89cbthLGFrr5Ok18/55AIhwHuxFcsTKMe1TNezBP6b1xLIQaf1LLeVwRWIilm1wrvaso9hoobmM612KTgeteKeajeq0VW69yXM0qWs4bZxkC75gpg9Mg3Z9Xm3hbcuG5LkTVCI0+QhdjxxkrFJG84ZiznsivqYxoT+N2EnZLRCBGJRHdoncaWvW/53zriQpcPJ/BNZ24QZrA+bM0kO+KWtbgrRHuu4Wrz/3z3H3wDgixbn3iRUxWGaHVchEqMzlRfzzFSem+/wOM1PEQzsSLgqNzFZDICKFeqOFG/lmSH/JNhJ51K3kICq9yc1T7SxGTx0Wc6CNplT8/jlMikUtkMQWAYts8Yoxc5L9oCfPifAVkG6vAwoPCpGgWC9Eyh6E8brC7x+i1cIyqgHsJIweDghiR15hLuLpkGYB3ryg0OkjzIfjBh9H/Njenzpus8ko1n28ftxGxJ+iPL4njOIe228FPFEeRdBOGu/cfA4KZW3I0m+OcukUoqg28hH13mCPyxCq+M0+mh7gigafmeAhcZRaEHmVshp0TU7ZPB5FI7Myw4NwQ18XxGudg9j4HpLpzjkKHKAA8PHkoY6YbYKend+WIlf8+mNGKdz5gnxKC+FmT9mcYWfczAECiPU2z7Ho+v9fXCF0y1yrxBP34miBvLF2lOdf2DD/LbK/DUWFW5k1ToO9IptDROs7D4k3Pgfk8zSRjtBle7/Fw/z6b5lLI8gjskrm3zG/y3x1CUNdIuuGcIbJCXeczKgZrsD2Rymi+vAwAMFdA80fV0odqUYG6VhSQTfuVN7wSmPXbaYFxE/1pnej5mAIwWUnTeSSUz1gR0Y2rrT8AAGSZfsjxRj6JlUvsd3ki12U8PACFf6LSkKTyUphjBM0qdB9FdTeFR/v7/2KLaLQ1W7O1z9++EEjBNyTQ+tC/PAWjsQ0tojjoaKRwxYgyXm4h2yG9SRjpske4ks4noTVKDQDYKCf0cu9vR9kCNVZBLyFX1yaSbbG312BAR62dlkYpbpg+guVRasT0IMbwlyy7oV8UD5kT6c8kCmrI3Xo9FDupKW68QwJRsq4Oc0OUzK6iv2Ozi1hyIAxMSme8xHUBJ9dr5VhyIuHkbaH2tlNthvbmnwAADveIq8oV1PbDrgFoPkaEoH6YbkuJ+TbmHTi+6VFqszUJdogVtSBuvSaw/y5qiZPSHnzHhYipRfjWDXsDMFjOZ1jn6OrMvb4I6w/4jEkPoh/HqyRUPaO8oSzl84Zy6WZLU5qhrxSaU0kl5D1Cl5qz5wCmVSJ1WBOfFap1gvoFuhObB/ietOnNGDdzPtp0nLNsFW8HKru2oDZaAwBYTCXknlt0QPANkncuzowF6Hf6A4aVPwYAREqpmaevkpjGvllEfiBKxPmK4r01DrDkkLTtmSIqmBo6jfCdjAsIWKCZ1qIgglrZ0o/mJBKozm9ybo+v1iFNlDBUaok2rY/ynfZ341GhuQEACBNFkuta5Hhax755Pc35GN52EItfYnIYN19G4M6C+7Fn8s9QyXgO3Jy4F7q6Q2AUxY/TWogsPlAa8YwoOtu7g/Ey1W2MjpVGtkJt5LkpfeZtG1KwNVuztc/fvhBIwS8wzHrgqR/j3OuzSN1Kl2FchMhwW0nJbnbsxCJ4k67GiRF3i+1fwreSWbyz3ekAv7dgRNgwJW6nI+1StzjapKfudGPjGDmIphXUxt4Lc1jIpGYL7KT0DjHJ4bqaGvQzkb4rJYiaeql1AaN97KOPO5NneEkuw2+I3EdTLKVy5NQCOs+RmJL8Wdw6PEEh3etdi0SR+u2KKL+2v90frvsEMXaCRJyzkaipJno1zFf43OXHSZ7GJ29C7SQjCMOvEQmNbErD+KckmuK3MehGW0xS0bpJAj8Hanf3MUa97ZoxQTNPrXNeR+296CzHDZEcJtyDqMDfnvNjLx2H0yxdbl0LjJRcW1+JkSAiN88QcgWXJnnr8Pvyn6B04pvs22XeXGx5biO2DFBzSiL5d34GH0T0UfsWt7GP4xEM0FmXNouPaxiduehOXiB3yYDmBQZ9NcZRg4Y7+WPdOHNDKASnMNlJBGD1S8ZnC+SLDmzg2C1e7pgu5dqKRNOQRoZDqee6l2aS+IwyMjhpeNiM5ErOkVcQE9hcDVlCvpl8RGs31yU/kv/qewPgfi//dqmE2t5YXY6lzUQeJ0Tlp7kH/bD9BIOWnFrIxdTMaDjv39oGUyfRjF8WOSXlFRmugwghJ4n3ROr7e+FXS/0u0/G8jBcQpXhqQ6HIIPH+zhM/+ufJ5mxYWkTpsAahSi0WIwinNSKDTNsOwvaitkncLCEJtXI7y6+lKKrwKxFS+8sQboQ/+F+EyY5/Mx/MQ27UcKG3+IzCI4BEYG8tF8Vnqx0SPiVJc+hZZu4Na3oK9kNkkRcX6ddumqKQunfAimV7ssmja+j5UL4zBsccxhh4TnDRl/e7wzlXFJLxI+xM38CIRsuIP5ycRBIMES5s9f4UORdFeTlRj3J5pgwAYA69AbOWJoJhiAe03KkWUdcJzTWe3PDGG3bojxHRhFqSnKMK/s4pahpZL9PDUL2by35eakBzGcnYZ3aR+Lz0qgfu+Qbn9IioS7jgwsPluWYSilKy2nmfUjDazUeieBsF4rpr9D7LQhmMdvhGDHplPBjdj7DfsvevwF1Uef64iGRucsrb+KSNJoibyKupAufz/J0erNoi6m0KYvVGvhJxlyhY1qk5jy3FU6ido6CK9WFkZYk/SWvrsgwr3HmJqOY3FATGhwNQNM2LcFOCxCt1W4bfTQrabfYc34wzBZLedz2ctzEK9YN6zovfIR1KMrkXXC7zoJ6S03wIsrig/WOajdm7aRam64pQ70oh8rAL9+jRwTCU9FCw5VGmYqGGe2351m1YXJjF+8g73MOK1gWsWUmCtrSdJlZm7XbMpXOer12hAPCfpBJJX78N/nfZt7+32cwHW7M1W/ur9oUwHxR+vtbUhx/EzKAvWlxI2GUtUlr6OT0FADC4r4G3mRqrZYZXkCdWncb+y0QDN5doIrjbA8MRJFt0Q4SkQamEsy3DNXA+RE2R/wNC5PzGFTgu8vIvf0jI2LhzDdwHqDESlgjpDXLGSyQk/QBpovjtezOEuONuS9gZyf5OdPBdn/T6I9uVpOCyK2FesIqaetoyjerzTDsWlMhoS2vGeTjeZkIPeTT7v/Y1/u7O1hrMOdC9Fh/Hvl6azYFOZEjOucl3DntZUKjmuJaceHfg1Cy1StjpLPRG01R5IOx1AIDWKQRzUpaZu9TAFGp7lQGwu00IfHcb4b3XNZFNefUg/G4Sa4/2ixR2qkKMTJK8PScnmXf/RpJp88G34HuCCEFewAhRjfFlLJykyWfcRO09r9Bg7hLNncxlPndyNVHBuGcWZlrZH8V9JJNzK9WQDZLg04piOkVjM7jtRNSjciVCGLMStZWFl2LCk/s80sC+bR0fRZpwWdb10eyYbsrD7TiiB+UcCWOHSZa7CxuPgT6QqOuyA3VpauQA5kCy1F7UCVkpI6ppP+8HyfNELseuUmtvc+yA3S2uT89aXmLrLzEh0JMoKT2sDABgt0bcbehcgz9Jua+Cukiy2g30oC+VJqHDLP/Ow3kM3jPsk9Sd8+yaR6Sz+tNv4LsyIlUceshGNNqardna529fCKQgl4ZbI2U/xejP3oL3LEmcTpUGALDhCl1ls6GhqG8gQvBKp/1rGZzCKiXtu5lp2uHdKUYMNlObhiYQKTR40H7LqHCF7zwDbbaHUQu+EesO145CAIBJR56hd/ltZEtpV5fbixuCoiTZJrclXA1hluXAGbrDbnYHoHAdIxmlbbR1a1y/jrTyV/nzNtrhVk/amEVT13BJQzt8v4yfWdNHsSxuEhbrqSXDu6jxSuKv4b6tfEbVh7QPvdz6EXycwVxnV9EO1544CPWveech+wNqwdVSUVYtqxzZl2hvlkSSpIuyesK9le8ciqT26XYsxgYNEcpZe0bf5SYxwknf3QpnLd2TZf787IWedTgfysS4NaJGwX4ttdrpgl4sibE8M8V5gSIbDUFEOKEt1GqdrpFInSM34LbEewBXmnhnQp5VgO4cBnF5iRua9osmbJkiOumOIR+kWXBArono4bCS7sF4kXRltekbKF3imFs8uGYpjisgu8Z36GZIGMfsqUdVO9GiVkvUtlHPOTNNNOF9RyKP9Q7idmpIKSa7GSFbskJko5by+auGB/FOP5FZpBcRTP1sMQqTiTjL3v8EABDivg+xkdxjhjB3MUd0l4fqz6G6nCRlp5z77z6PeAy68/urvchPHNH+BKMZjOZUdPNsKDKJ7kzGJkhuk7hu+OQTG1KwNVuztc/fvhBIwcEv0OrxyFNwbJpGkiiU2dpH1lc9QS3h//QWVPUwqYhfHEN5HS8CYdsZGuyopd1UW5GOwDlKZsk5ar/GN8gIt1f64l+cyEyH2JOD+LDPCb75ZP2Rxtt+iptvYtpCbTNwm9om/x6yu5eC1ci9wzkbbqakVkZmYriV3EPDKmrXgo4JXBYuQO8G3iiMVdIeN3XHIPzr1Pg9swwyCXuvDrd9NQCA5PupEeUD/NepvxGnn6RLNOBPgqXfnIGcUY6lrokJaSZiB5FaRZfhB/Gcg2/002txPESBvdP0dJz2of0bGbIInxZ6MKZ6OKemgAuws4ganBYilZDVHG+pxB5Og6zDEaal9umom8fTpChw/CWiDkUMaz10GBLQ60qEkDvN+W5xa8X6SKKw+QFyBbdb9Fge5PzGxbGke5I917WlsRTWBHqkPPUM4Z0yPY4oOffF0SS6CeNH/ODpxDUYdKHGza+le86Y0gUHER5ee4V7YWuKLzRmuu2G5rkWS4EJULzMsfZvob5cNNJTYkkMgaMLUY//HXIQkXJXDIarOfgL3K/lq9lXv+JiaPqInBJEuP3E4DQ699Ob8MgFIjrHWRVuRvKzhZ5CAIDbBrofU2+GY9GDfJSnC7mF4thppIvbv+kzRCzlnf3ojhMFd9P5vcpD5NpWuSugl/J5N9793T/P3Qeln7911cOPwLB+BMp+TqrXFW7+mxJRbiw2Hp0hvG68dJU+73aPTYiLIYxtGCY5Y9fShvkCYS6I7EZLgTwMFUl6HJjhFeuZDpoKS7GNqL8qfNHRdDmFRprhO0FS88QS4aRzPQuHFGY1oEZ5BQCQLBZR2ziK3JU0H3RuFAAXpwaAGD5v9TkNAGBihKSfKnoYMSJic+YKYyqO21nhlc3xxYtLTT2zhLXZ/ucwEkTzwaeYptHVMD2sOrrDll15sFdbPSD3IczUjZL0W+gh5FUq5Sj9Hl2kqd/kAV3KrIJhFQ9O5xT7ljB+ArEgIepgoVlSKefczvisRtwZwvzYAL7z0oUhZGWIOgQhFGIeBgrjpvpWrFMTfvfF8jPpvBwuJt4XOBlLMterWA+XY4xBmIjlnt303T/w+725kItSayOC3DR4ZSFv/nd8RyPnONvBB2/383Dt3c9LW1ophcTskXNYFURC0BLKw9h+1Q1+iRRexwLYn84FDV5e4lj/tZZKIbeTh90zQQePRO6Jj+UcCz7ai8QfMLP39C3OabiaQtnokozQVK6Pto5CIXjJGdFqkpUvvMgDvSv7m1DU0+QYfYWm8pXvUtn84NFw3LlIE2TejWOJdHCENoPmhVMX12Jq1RzmxkgsqkpFMaAdomDSX1wxr+elN01Llc18sDVbs7XP374QSMFOqbY6r3oJW7cfgrmeUlutotS81UXJnpQcCZ2MMuzqrAhKGn8LMWvo4pl8l1o2zVWP2gxK1zkNSTGXcJJMqVc9UL9At9aomhAwtC4eYbuIFBoFF7YubQSdJwnbmuMfBQAUSdgf/UAi5PHUwhWgNtH/eQqr7hGl5xwJN6OV3ugZIcpw9CAcDxPXiAef6sLsEd64S3Gm5hgbaUC3mVGZ40N0i63aTjRRXOWLhWFqim12fJY6zAdtRXRFTkzQxFEbPeA4S835yZ+IsKK/RuSyY3IGN5w4D4ZGBoH5eQIlj1P7PdRC6H9lwAcZ49Q6E17Ukgo7Jkhx0bcBGTQ9znRS0z19aQnv5xJ+H3AkAbtwnbcVqxIUmNczWi9Lzn7os+fR+0u6H4teE6X2erMwM0jEYs1hRGZeDde9xmUWsSomTc6JngAAIABJREFUSymYIXlWbu+NUcMbAIC0BZagKxsBJPl8R+cEx7frL0KTZqaiL4qmh6GC3384qBdH5Xy/Uk7IPWooQFABg9a8LjKSqNeHRLbVUYtwPwZUqRsJx4cjXoSp/X0AgCaHrt3JbkEEhw3C4MKfpxq4jqq4fiSfp9njXMT1vOQM2C9qAAD+QyLXpoVI+JNpR+SJ6NCxjVx33/INOD7NffVgNpPmuLVew7g/kexUNfs7Ocs5W1gVh5AOjqXkwt9XNs6GFGzN1mztr9oXAikovf2sq3ccQMKyPV61o9bOc6FA61Pybr9p3BMJk5SkXe4ifVrPHO5ZUQYAOO9Pu9PzpAeMWxkwE3GD0ripkBrSRdeKkSFqxkVh47pVOiLFi1JYKuG7Puvein0L1Ha1O6htRqxM8OJ8uwIv+dOm+6GJ9vrEZBt+Gsvva0T59hHD6zBVMru9czgJwdteDFia2KHC94QN7dRM/mDBIwiHfPkuawSDnva20CY9MXQOyx7kFLYpOKa5iUAMBpNP2UwvFEbtl/GGDz/7zmoSateGBe9wuQ/5/iKYJ4UuROndHCx4kaBNCSUJWj+8G3o7ukkjQOgUIBfI68t30PgNanmnXvI29vmzcApkeHNmEuf5zsd8Vqg+D1o3EWjzEF2HA794GJavMoP0ASeiglN1/RieYOi6aZhjd+kiD7RWfwxlO/k7qx3t5ACvahhvEVFejSBC2x4oxxmrQITuRHVOieSnok+3YmgHyTnHnxH9ZESN4JaOXEi3kbrxF93x+NFasXeGP+X31/I93fJsrJmkC/XoJF2fPp3JCAgjtxJQwXVc+S2ijq+NWRAi0qttCCJ6U1hzMAnOR1U9EVfGbQsGvRncVL6ef7vpEtFmv68Us2FEJ2hiQNtC/1n4++0DADw/QCRS7juMZj/ua4UP90dOM12lzffGY76byO/k89v+eYhGV+8oa+q236AlpBUBrYRacZvZd2M5oVKo/hr+lM/PcqTiKnTrHVgX6Y+XdpCcuRU4C4WJaZtCVjEmofMmoWNqjh3uXOJGyfXhAe1epYLFk591abjojyfMQl/N516p48YZdmc/fNMm4QEuQMAwhYP3+hi4X6OpMlR3BADQ5JSNldtJ7HU2krU2uTM603j7bRzQEgqf2EGf/u3uEQROUzhl5/AABYk059bxQ2hy4Lv0WvZ1EacxkExBKD/FeIXHwq+gVESvSdW8s5E6TkF60XIFTjHc4J5aRutZZceR0UdhV+9PgeRqjkbKv0coPqYGAKSVkUB0wE9QVUvYHvEscxj2DgQhyEBh41FCOD4k4kImd00h8zqJ0ZujPNDbJ/3R/zifN36KZpLjjmwoXUj8Vnayb7mjhPkDreVwCCGxa2xiX6fsjYjeTCGMa/SawDKAvmBGqwbKeLCVUgo3RVECqm7RSxEwxIPkrgnHZXdeWc7czTWz1isxPC9yLVoIv68GiqIwV66gy5UkpGc0zYeQ4i9Bs4ljeSKF8SB/fIt7LsPHH0HhjJORm9mft2634Mvf4/OMo0yQIrNfA/NBHvi+nVSIQ28wEjL4qzGIHWFZxJptjPTN/HU5DNJCAMD1rdwTpitnkSjhudkhIhtf2si+qobVGM9jn7Qbv2szH2zN1mzt87cvBFJwiQ6xJvzhRbhUaoFAauZwK4msofPU2PoaFSQvUTv4nGT0VnvODrhMURskiyy56pH9qFmmVvd8i5rL8rwaADAokUHfR9dU3grCvTfLZ+DbR5j3dR9C+ro5b1RmCIRSR2JoLJSadH6yAAHR1ABaZ7qavF1KEPYpoy2HtrzJ7yU9Ad/3+DfhmYR0Cj1JxbNLK6GaJ1S8FMR3bhl+E7KYRzk+BTX1W02EffHpPmjp49gfShR3PXpakKMhIqoN5b0F16VkrBbxAwOjvIE4NcB5UcZO4Uw6NdCDt5m/0Vv2Ii6HEp1snSQBu7BtHJdPi4KoGYS1eeeJSEYjHDAbSA23ppZErCl9A179kKhLEUCy9149/53JKUXjIhXTj8B+feBbjalSwt+8ZwjDr37qjcycMgCAk47zEbaO6O7g9xex4E/U89gmooIfjYwg7xrNiwKCH5w0GRHjTXesQUq01Ctlv+PMo+gb4k3ICDPTm1XJv4p/uUMX5mfbuOemUnPhe4YxK4lK3kA0TIlMz2Y7WP35jJvphObP/vQmOv9AwrjlQaKO+KKfAgDurM5AdjH72JnG+SyUluPqLe6TvAVRiyF8DhsVRKjLQ9zrZg9qfYeVlZg8SPLUM5hIKso9C7MldH/7CoK8ockF9o9wrxhPagAA9f1ErqsC7BDYwzPy+sXXbEjB1mzN1j5/+0IgBZ/AIOu9z3wddtp69AlXl68HbedrEga/+K6UovA9aqdbD1BbRib24p2j1KrP2jH2/JpLO1zM1Ci9MyQkLQZqqZwGNfrXU7ommOiCm91UAnMLbeJONw0AILopDc45dKXdamEgz3Ayn7/5E0c4RFLKuzoQiQy7JsKtjsFWV+2pJRNWTGF3CzVomTP7O9/Pd894bUK6ic+fEcE6Y8a3oL1OLaJYR5LQ3UJ00Nd/Hh3LTPqafy/5BuWfWrDsTA034UyOIzUmBvJLJDXPb6btbBJ5IOxVSqx2o0Z615F/t+vuaqCDAVIB4t7A5fkOqFPZzyA9teYEAxDR1TiIsAIiLWctxxkTbIeBbzFgR/kz8geWcY6pzs8dPgZ+38fM9GkLE0VYjCbnsHqCvMox+RkkllITmr5SCABwuSwI4WUFmgJIbuancA4GHLTYco5E3TfvIXG46rQfWrOJDNa3cXxphvcAAM99vAYvvkqCb1Yk1q1I7MVcO6NnfZLFvZVUL1TX8F2hQ8KVGkyCsjY7ALNlRFU5YVz/i98agcMvSeR6gHPmIOXe21h/ChXpHHvQguBYrprg/xB5kcZKuhM7a61wTmGQWISVrt8PvNnvfeYY6Cv4fmUSXehju7yxS9wt0beyr7f6FtErYyDWuAPHlOdJjk2hMsPuIt9/7uzz/zxEo5t3mDVr24/QGH0I3q6cmK3TPGSLAySoRnXvYtGV49H6E+A0BRkQscSoOOmEiIhrn8OmIMI19xaOzVEw8lX3D8P7lLimGs/D82mxP/w3MFJuuJ8wX71aC4gruRYnTrz1IQqW8AP9sBelxK47kvbvuNmPHSIT0eU9/DuzbBh5d7h5GiZ4uNISSXZJfIPQvkRoaR/ETZJs1qOlghDQ8z6Gx/q9x1iDW2ozXMZ5MpVKEVHo2AKlM337AQ0kXt9fLcOmSW7cYhVZfFdRwdhxOhxGGU2i+sd4eL/1QSFqdQwn3p1KuHnDOQ5SrahY7UUz7cYnLJNXta0OfgaR3aiZ3pDl/gHUiVTpBhXnReVKgWQfOIhxiShsUs2NH2JXCZmEY+62kIDbuDcIjlNcj3N1ZN6Luso4/wkReHsdYxYeu0LBcsK5FKosCkdfkfloSlYC0zjjE1xraRZo/EhaRrhKMCgKsoTtopCfmFNDZeX8eo7yYKsbtXB+gWvWH0bl1PM0PRpmv1hgjHsnOJAC1C0zAfVDNHMcXPiMaDOFz+kROYyOjGNJCReHd7oBIZUUfs567uHJ1Am4eLwMAOhbw+vuvmAfXEr0iEvgOPVBJGU7huV46BORXzSa5sb8+vsxZ+FFMseTTGXfHU4PU6Q5Fq5GCthXX/+qzXywNVuztc/fvhBIwT0wwpr7lX9D+EwjaqOp6dJUjMVv7qAWXFaa0Z5OCfrQQUrvqsYgeEdQ+4aIcPTa6CCE/pDEVPV+asGMWjUA4GZSCzxBSd0XwctPM0sXsKeUEWQeRlZD9khyxAdeJCKzzhHC1yfRFMkzRuKTCRJa/t8jgfOztnk01hJJTCRTeyf2r0SpG80HPzcSmbcGmY4tRtsAV5HPcEU3ofdriQ8BPXR1PexFpNAqpb/duzoFZ1dwLBOiuOhXu7bgUiqRxeD79JVvfNiIIVBLxnzGWPwmBSG1685MROQSVl+/QYIyTXoLbgPU8qfSiaZcwsfxwkm66G4MMsHI2UxqXN/OCKTZUbv711JDDjybC+fLRBY1o4SpCGKcwpMuMei255rVBRCFeY8Ow2jYzp9lRFVdjh9hVwO/dyqGc5qmEVd/N+ejpJVrobggCvL4FaNtjOZLwVfZ7xGDBAvCLNH/llDeLNycuo1DGBriHD11ghGCpZnzyCsiObhopoYebgxH+RjTnsGe5gkc+f3VRSGIe59kbHs2CeOmDDtk/ZlkszyMSGikh/s3Pt0OFcF0Pwbc5ZqscdKj1pv7+rq4Yh9auANhlQfZpxQWEX5YuGr71vbhWiT3afaAiIMZd8SyL93Bg95EoBt6WuCywHWRmkiCf/guEZRdihZ7Cvm7gy+/bEMKtmZrtvb5299EChKJ5F0A2wBo/72kvEQi8QRwGIAagAbAHqvVOiVqSv4OwBYARgCPWq3Wmr/VCd/IAOsDv34Ch3+bD/yc0j3xEt1hA1bedMyzrsd1A4NYFFPUfulR/RjTkGhKE1GGI9FrAI0GAFDfR9cRmmlPKtfLsRRAFyMqKXkDUYSJVGpfXQXJn6XIGPh28blGKV1SiV0MTunYtohYX5JzloNEMYYtPqgf+zkAwK2JyTkCHYB6P6b+KggmmtFeJ6E17riISDkzUt9WER34pTSjWRBNa8zCPdhFzZcqB94MJKLI6yTxal/aDLsd1ES1Qnun9JXiVhLlvGJBDQAIU1Dj9kw5YK+Zz7CmF/J3PXr8dpjjjMul/Rt66BaGDnB8YYfZN5kbg696lBHwXSIKK3ucvEHAa/34hjcj9j6ep+2v8OMaNrvdhcMo7e/5ad77WFyeh0c05/6iA0nQLf2+ME5Qu+fGEgHIbgni7itJGGsSZf3m+Azt8maYC4nufHvZN7cKX0wMc35H1/Od7iIT8w3ZWniWcB8VCLQ52j4FjajZYB9NnsZz/B4EggihdZIcQYNIhJtgn4D5Fmpftxgm7FW7bMSNIIH+Fsi/eDZxfeJLIlEXRxQTJCOpffrxUUT+gZyJwkgOB1+9gv5zRHWmYBLe0pFfAwAkAzkYdeN+tdwlEg3GLDLjGZDWlE6SPWg+HE2NRDi758iT/GATofPKm5NQnCMiu6jf/d+GFN7H/1ti/jsASqxWaxSAEvH/ALAZQJT470kAb/wdz7c1W7O1L1D7mynerVZruUQiUf9fH+8EUCh+/gBAGYBvi88/tBJ+VEgkEqVEIvG3Wq0j/9k7ZvvscespX6ieOo+tH5HVLumhDZgqpXYwW7VYCKH0HpkvAwAU9DtjUcukH5+tYz7/6OvfhzGCjK2DmSBF+SjtuODOXyAliL/7+DTlYWuWHv3V1DZxccI9N6mDejvt3sGfUVIvPENNOurVALsJPnfYhe6nr9z9GOl+ZOUPhbGAaV/vDgz5vQYAKLNn3/yYaQ7BbznA+z4m+Ci6IhJl9CfCd5i2eGeABgBgeIK29OiHhVh/hFxF0iPUwkMjUdCGkxsIHCdKcQlPxrpR4aZs5TymjJH5zlaVo1TJMdu78T3t9dUo3Md7BbI5zunycx6wO8jQ3elp9s0/6fuci6kqrExl6HbVKaaQH09U4Gl72tiu9URw8Tqy3X5e3TgqpeZaP8/7E/2xzTD87icAgI0FRIO3ameQ9XWih2V3oqNrp8nbeB+shr6f/XAVFau8jQNwEYlRXE3UkGNJc1heIu+jauLabRtnENCUXwOC9MKrkEJ0cjxwNf54ga6/sTn22653AJp4eqLsi+j+Lmo5JN5twOJu9s3jCBHoXIgzNmiYD6NHQi5Eo+Mc69e1Qm/hcyvtuQa+P5dBlk1+oWKe/fFylmOlP70mA8fowjyp5J5bYZqAs5brOVrI/shHenBaJJbZeIpooytiCW4hPC8HQSSCZbq1p7MmsUJOxHSR2ef+Zvu7iEYhFM7+B/NBb7ValeJnCYApq9WqlEgkZwG8YrVab4jflQD4ttVqrfrPnu8s97FGxO6B4gc/RthNkj4LOkJXl2leCDmZoEKikXDPZZTulqnCNVA20LXXv5eHxevSHrSJ66OFjpxcx+1cMN1kCbz7uCnMo3TVNcusaFviAm3pFf55j3lcqOHGdnyYl3eUZkYB5s4VwVFBuO6i43s+3joD6WUuXlEABdCZmxIkEQljzp+bYs4ishA17US1HwuNGpy5qSclCiRFMo6g1sgDsd2DdxpmpafgNcCN3ruPps7SuxbIjSQfr1kJUzMl+5GQzYQaEnFBZ1qlBgAcnkpBkpKb6UA7ofTLL+qx6XluUs8vUXD1X+5Bh4qHaYsXD97CZs5xWbELQuwJ0e2tvOZ93XECP3SnbpkYp/tYZWYfekqtiN5OcrC4jftsjVc8NEWEyYtNXOuBY2sx/iD7USSKn8zZ00yp6zKj+kUKHfUSTcTpqhlEuPFn3yWSciMOKnjlUUEs3+QcmWZpdiz1pSBERUJwYYKHp62yDHkH6O9XDNHdq5PMYCyHe8v+KoV8auBjAIAO0zW0u/P7hQE8+L7Di3hznqbezxf4uxIV4wq8289jYDOjGyPP0JW57D2CkRH2aTGYppzvfC2m/Li2s5c4B1FfoTlWcSkBze3cVw9k835E/T1FWPUx97CDkubun333Yo8oVGzS8bkleu5N44tjCK/hGbr5zEv/O0SjQAWf24UhkUielEgkVRKJpMpsmv+vdsPWbM3W/pvaP1ohauzfzQKJROIPQCs+HwJE5hG2IPHZ/9OsVuvbAN4GAMeAaKt++y6geBqtMkL5La6kKaq2UELO6VqQfpJS+OQD1HRJvdVYdiOUi3yXhNlF1cvAbwm129+6DwBQKKSzXOKKmtFCAEDqA9Q0kuYprJuiNA6IJ/QaqAxG6jqihrkWBkd12xNZDG3V4M5JkknBFspU49AsfOUknE4O0lKK3uuN5Wr+7FFJmDe7j67UpehDmHfjO+dvs28BntPwHSSUXyOlBrj4PqHpYtLXEbjAUu1jHQySsgRNQpEsogoNfM+S5R3YZxJmaiaJdLIN1JBf2lQHdBKJvOXHJcpscEGIE8nKpgWiGXOEN3Zq+bdlPZxnR3eR5ES5CmYTtd7ZVpFv0nUCH89w+WMXaCp8NMR4fbeXpnDpMLV22GZqq5YTEpSfpjaLSPklAKBqx4tYWULX39HdNBc3Mtkxxp51xe8TqdyqjxEx+G5KQW2FqNxVwWCkXMsCspU0M+Z9Gbg1IK53415A0kyibjSdnz3iNI/ROrpVL3hzj4UOmKBNJOlndeAajyxyz0X1+SHNynUsDuP3V0jlMMvpaj3pxXUsbKGW/0ORL/YN8B7MESWR14YwBQaWaXpOexGx+PTvQcwhIqeu+ziPbbU0kyMsJxGxg27TcQ0RS88v6uBjR5fxoIrFcCNvzmDOh3tFpuW9krWPEK3N/soRn8X/xyP5t9s/ihROA3hE/PwIgFP/4fMDErZcANN/i0+wNVuztS9W+3tckgdBUtEbwBiAHwE4CeAIgBAAfaBLUif4hddBb4URwJf+Fp8AAG5evtbMrXuxaMiESz4lr+wT2leyexnvPi8bQ+d3KKndnicZlN1gRu1uatzUy5TskgOOaBJ2vUsjQ2eTJ0jIhR67jcPiFmZqAaXn7xfioLrL729RULb5dSXhlx58XlY4tZ9TJrWypdcBi+6i/LiGIGgoww6r5xk0Yq0mHzBV74iFImoZiZwazhBP7Rp3diU85OQBXl7k/YlEOwvkHURJYxuIdFYaqDF6rakI96ALLqqd4G4hVQOHoZcAABpX2o9nO32Q6sZAmHklSbeAZpJzbYa3sK/ozwAAbSe/Yxh+Ctnf4fcqzbxrUnGkAoNNRBcrvk3N1XWQYeO5YeOoDOcaxNfxnYPOA/CUElXNm4kGwkUc/nTAw1jK5JzOicAm+8MB6LRSc/qDc2uOkMA4RXLzsTjO7ckqOrzc37sEu91EBUsp7Fe7bze+4qAGAGyUkcB8t+cKct0Z9/8mpxYBEwKZNZ/BfCB/Z+rhWswGDiLTg/M93ctgsStrgrFjhFyCbIaIq0rLvZGoPIYKD96I9HfhGkgvqxDgSULvlrjz4qQSNUrDX0DqBJFnq8P7AID0GFfUjRFJuLWSrzHL+tCzwPfPrqLL3cvAOVa3X4KThC5luSevg1anBsNwlfPgNMf9sbD5dZgc6DrPrSa5OT7B8V7ya8DMXQbR4fDBf567D54BUdb1T/4G5xVHEK8lKZgRyn/tq7gAN6aW4LmBG0fyOgVH5bQZYWsZGRhlZnTfvJs7ukX2mQUz4WTvGk5i1tkZpJfR3Ji8nwz4RH0u1CL343QmoXn5iSNQiUQus7OiYvB2kn5fm65ASSw3StU5ssZhCj3U4STqzFcIoPxjvgvpLpFd6QY3k50DN5zrvAWDUbyHcEnPxc5sz8FIJski+1DGVbhe4Bz4uPuh7zI3TOH9TNQybfwIw3VcbMdCbqr4vv24PspnyGZIRs2JbNdFcbcwtMB+ODgRuuo7zbjqS+Iw0kDIHzYYhmWv9wEA4cuEtdVycRnLvQFeoyTWjkVREKS1ROHTXfzerpfov+/+Fjkit+pO3Knk3G6L5TP8F0w4FcDNvGUFBWhLvSsS+yiAJP4UYpo4rtlQkwX3W9jvVx4g3L/vtR0Yy2FeeU29SOcfMI0bHzJOIl5k0lqTyUjLN5zcca+G/VgxQ8HcGDeAuSauWfCQuBq+7Qkoh7mm2Z0UYvffS7Mtt+e78Jjn++9Z5FzdyQDGNYwHqPYnofqQPQVBx/UuuBQydqFe/6qY43/D3BKJZTcL/52I8YSDgaZbIygQg+Rc961nrLirooKY+D29Poaf6nCvTmQnN3Ef5r9ixPAZCqVxAf4X50Uim8qL0PrQBNG8uccW0WhrtmZrn799IZCCs1+ANfKhx7FJFoxSO2quKANh2KKOrp5lrRrL3yDkGugk8aW7m4fnPEj6mJwYp/9u27/CfQ0jCRNLKbWrVlLyBo74QSoixKAj7GwwNcPDSsmrFdI+YsaEIEdGJroOaQAA/iGU1F2dQQjUUKKPJVAbSwMS0NDOnwMLxY1LRwVyPiT55CXScnXmcUyW4hwMhVDTSoZozoSt1WG+lbcXlfGEj+Uz1MCxJc3wstJtlfMAx97V6IOpISYC0SdQ46nutOPuZo4v3pkIa9BDFNK9MQqdyAR9J44wP/fWFSCec9VmplYNubIbY8+TYLRcYfKWXEdq9BH5VlgVQqNLCOmVFi+YBAmqnqXWHM4l9A6UO2D4Bsdys4/PVPgUY9O9XNPODrp2mzRA7iLXqFskzZGIqMdx53Y43iB68HLlOjkGD6N0gW7EvH7GOgQU3oCpl7cGja7UjDNJnKvlaxtxh79CQasozCJRwl1ObapaJsqMNdTiXScit6z9fK5dJVFnh9sKbG7gXguJpjn1lrwM1o9IyuY9yHNk/T6RxqePPYXvJBJZlI1zb1w+mIHVMWUAgLEZ7pN29yA86kPTbcKOaFBSQ9M1Zs9WNF1nKjXrbrpKvW9mYSFGoIAbpOv6Lk5g65sMgmnup5vafJ0xD6neDugd574+9PaLNqRga7Zma5+//aMuyf/WJrVK4WxWoKLKA57elORNVkYXmkKpPf08HRFWQju/sZRRg0E53aiW0oZ2cqcGM01vxfwcNXmBinZWlQMJQaMFiJWqAQDmcWbrDfrLFgz/hWSOaopadlk5gcCrrEBUcT/dmvXBTJwZ1hiC5R/SrlafIRL40MkVFjVtvxV9dPupb63DxXy6n/b1EiEYRQ2Bjemv4PBVkp+6RA3/7ffA1BXBAzhQM2bHi3oU+SFwtadrr+4utfaQ4jzsHZiXYHSQ7rZYRQk2dbGfI4t08U1PM4ipO6QVTgmsnJRXyZRqJ5tC8cQq/u34R9R+FxKvw/oubfgt+4hiyqto8/rXnYLzDpJ3lhE+3z2oEq21JM9GjHRXLo1Q83oZ/0973x0eZ3Wl/34qI41G0ozqqIx6t4olW7Jkucm4d8AFGxsMccISILT8kmBIY5clJFmSDVkCdgIY22DAuOJeZLnIlizJqpas3nsb9TIjffvHe3nW3t0sJsFC+T3feR4/Hk35vvude+8573nPufeGojOWiGLbbHq/8pwNUNWQ4HOQ6NUcapYg1JYptTQferXsbnrgl9uLsWeYv13kz34q8AjG7EG+Nondn6/87jE4SNTzlAiSfzpP6rjB5xKWldH/9bYTcTkO56EkjkSw/j563gPN2fBtIxodOMGKUA89n/OZaadwoJljMiuffdzq6IcNWrZjMJ180cHXyflMvVqB8VTucaANfwsA4L+kHMEneUJZ20aOyZhLo6jXsj+sVHzO8fu5J0JrdgV8QnjPsSLqVn9hGJdlrs+Y0k4OrCExAgU7xIZCRva38wyiR5czB+G+nFwLazO/WhSkoIgiitwhkwIp2JkdMK1zPnRlrWhOYewZWk5LetFSbMldOYYKMM3i6stU44hrBboraOW7bMgWNxjqEb6b7PaTP6fHTRGFPCZzLVr6mCHNSWIsbXEhF2tuMra96k6k4FW5Blfm0l7m9/P+z+8jp9C9yAOmVxnbHprJNFCYTQvGAxlvquuJLJreH8P6BXyW6qdo5XMvMJaPjnSHZGaB0iqxZfvezBG8+AgZ6UMLiBB0aXyOJestkPu+2I5LHF0/r2wLcubzmaeK7dN0f3kGlo5EWrmV9MJPJZD1//eWRfCr2gEAmBbO7MM8VSwK9UQngWuYovUZL8BAn1ibX0RPFB5ExNNn4QzvcZYy19dy3UBFVzTKLcjdJIUz7i0tJmpKbf8cfRoWF80po9ccCc5BTzbRnU6cBqVpdMRz8/h6sx098yxxYGqt3/dhJTawdT/LfnecHgXbVj6D2zi3go/bcAm5XtRNcRmH9cJalkzb9HmifJR8x8/qdwEAfhI4BaW1RHqbGplhsji2EWFbiTIu11EH3S1ik+D9FsA6ItD5Zo45tX4IDVZEsvV9vOfcXo5xlYWvAAAgAElEQVSDynhvfJjNdKz9QY41D8NJHFOR14mdRYRx85cGJH+HhW9dbeQjcpuZIfEp6EX9eqIq53TqsWDe50haznF01chxuLRdg0wDubgb7Sy2C1KTM6uInQJ/E9PedyuTgmiU3P1krH0ZCwwu0GZRIZVghWK+JyvMHqzIRc1GkeI7ygef/uglNHcyDChIZ11/sioXe0wkix58gUeA3TpI0uUB1yko7uDkThWFlz5Fjmj1JiT2k7mwKCrsNRhPEqa7zWcnlzex43w8NTCKPf4L3mN40h9/GrrTnEDaOubebUItkT+Nn79exiPFDrixPXUl+XhkjjgOzJ4Dfme1E9wcSMr5tXFzFcsQbqKxZXoZSh1pYHS7OQg7OmzhI7YMM6o4YKqL0tATRPgaqiVkHTFygka4JqCihOTWhbmE3Eljw/CuYz3ATrHb8nedPkaVP09+1naSfOyspWHstWyHPoxtGjnBwX14wyW8co3X+Ncwpll/lEsoe2PqENr3kfTzDWXIddVeh8Ut4kTxDJJ5fT8bR/YFbjDiYEVo7pJLGBwXJeNyktjq7Drv+bFFDhYkir0fC9i2nJxoPBxK3TfbUI/NgVwLYd4/jIYkEob1/uKwFJtcWJ/h5Mq32QUAaFDNQncgjaRUxYm/YRrHY45NEzSVXAcjzeV9vFP/CFMdSVOrIY7N1ul0Jir0o22EJKGTho5otD8J3qvooErFeRseBz5Gz0ZBzNYwfChqZOgS3OGFltn87RNNvP6/jeTBUEfjlFTP3/WmDMBaHKkn+fGeeWoul+5MMyAvmLrE7zYqRKMiiijy9WVSIAVbn0DZ77nXEX6+Dqtm0LNluhLyGAdIckn7H4e0sgYA8NkX9Lg/WF6Oej0LSVwqSXa5edngigMhYIWKRT2bRaXdrinnsLKDXr6ngvDwmhF4wJoW95SR15qlDcGgZhcAoKOZKT31NXqmpNAG9HiwTS5it1639AGci2P6SX+GIU7fFAn21SwualIzfCi7TDJPv1WP0NI03l8UR62f6YVjZnqlzjZ6XOur9N4v96/G73/KUKj8qD8AIMShAKpues7BR+lhwmtvwFTFNR1yMz1i9WxC6MQ6Dxj7xIaqgwzNfJxssbuB0H9GEoucMkscEdnKZd1u8czj6UdZJFMz4xTicuhozLnieLc+Z4xvpp770tmOw1Ppqf/JtQ3jBUwtVnoS7qcOTUVcLY+ZbxsjconqX4kIgzjnw5Jh0mg+dZu7cgsWDbC9pXYMO1o6tej0YH9ra5g2jWxKR6bMuv/IsRoAQFci+87D1QeBfyEJ2TSNIUhv5UKopvMe7WVEa2OjDbDxZDsuxjMdbNhL/SzR/AX1i6n7q64smHO97IR4Lb9vWMhw5+2XOJ9mzu+FnRdTjMhjyNWdrIeqiR79MyN19lDxSRjH6fktBDFeE0sUoe3dj4BUIi2naKafVXod9roRiU0/xOcL/cEpdKRyJ/AqmcV5Y46s3DR51aHvP7jWpDxnh4IUFFFEka8vkwIp6Hw85JQXH4HxuBfcFjMdlifIRNNZeilLgzuiltGL1L3IQo31Pi/i6HfIB3jl0DMOjdthag+9QkP5CwCAlpk8jy/uYCLKxfZaNb7iaHePHpwtpscadaJndsg/heBYbnkV3E9Puxgkdc6Gl8NYRA9q28U9EfzV1kh3ZAxnuijWyz+QDHM+eQl3LZ+h1JE8gkoawilvxopz8ngtNUwwRJAcch9n23ptGN+W1thh4AY/8wzjIbjx7cM4FkRPkZVHr2C2mAInM73YhmD+1l2gg0wfAyxvErnMSCHCsOtoR6OK5GbXcXHQ7bYuqF4gfxKaReI1f4gxrvuVHDQvJoHp9RE9nodDDW7Y+wMAprvR8x49TdLtu4OxKI2j3nQ2TIj1RC5Cox/Liq12ERVaxF/HlG7245GbfPZ1GqKC8vuG0N5Oos65i/Gyf/BFNHaybQvEItybQ0/iwA2mMxeNc93MeAb7xD42AUlu9ORH89n/tc+PQVVHj7t4mN87k+qBtoWcD3PdiDYHRskBDDYnoiiACC6lm+lqY30yZn3B3w6kkOAdzDwAADj07EOYfpO6TbUjB5bg3IMWEEW5ORGV2r6djp4ArlR1UxGxSGLNxIElXZjXxNc5VWzPPwV6o9FAJNeWw/5vf60BVs+TA9naQpRxwZvf16h90ORBHuqT3/z4H2ftg4vWS16R/AT2l8TCsIKDc/YcTlBTHmFto1MpkttJDg7dTAEAFGzqR/dpMVACCa/rWoqQ3UBIvjGRUPrGKMONNhtvBHZQJ+WWHMCRpn44dLNjz6rZoeFjLZieIs4rMLM+wKmQHeAkvY/O6b8EAGhvcVB3rf0N+gtpAKwD2Sk4mI+r77wIABh/hZOwe5jEXYttK9YGMY9c48EOtq/0xGA5P2+1I+McOsiwpiyvDRfDOYi+m83PRjcFY9YXnHylD5G1Ptc9B9G3OLDCgggZ05KFzi72YWYz71k0n0Yk7uh8jLhzgI+sY2jT9YUtjAkkbU9+zoE+LZYGYGlZE4YCSUJWqXhP7ypHOAUzdGqLpI4GMjiJrc5PRcxrXObbu59wP3BZKq7XsvpU8wUJVcdV82AQu3aPrKLRU2eLA3X1Opy+TgjtbGSoEBEyiuM+zN/7CLbfTw5G4wqx61EuDZHPdRqJ65vckNjKMeBYxTUs46mnYRfE7FFJMUOh+Fkb0CROyTa4sG5iz0Vmh55wvYZPivjZnMd5nw+KK/HAWo4B6SOGlIMlJARbTJ9jIJ5j2L+F9SFxmzJwbg+dgfkcDcEM9xmQI7lhzaWY1Wz/SRqizsXZGKji8vJXbDgPjiVfhKmF4airoQYAYD9mh5sahiNR77DPXH7A+RC0Jx0n57O9p7a+ooQPiiiiyNeXSYEUNP6+cvjPfoLZV4dQYUkrWelKr+l8KwUA4OY3glBLoggPsY/f9cCLUGUzFVijF1V3To3wr2JO/LS0CwDgWETkYFhihwPPksxb8f9osYdHR+A/+ggAQC9WMQa7NcBCrCeISCd6aH2J9+l4/nUUVZC41DtRd5bN9uiIpvcNncrPLO2jkHqW6U+r1bxnWDaJsPzAT6HJ4/6ODUlEFlaqHFgdJ3S+1MeUlzmAnukPDyxHVw4Jrcd/Sq9pJ1nhyw2veroItX8zbMDZ408DAHwzuDbAdYDe+MS6ZITlkPSzHKeOa67EIyiItQU2I6w8jApToeRTtjuE+3pgVxO99trlU6FJY5ucPBmWXNV5IFSckeFyhZ9dHSCx1jR4Dq9E0DFZyUQPL6a/gXhner2CCIY49n3d0BsYYkle4kyNdxnqBMbuwonANwAAz1SwQUcWpMHxEJ9vbBHb7+OYAB8Leub8I9RV00witNFrcXhwHesgynYTzbgllqA/nmle4x5xlsWaQuwVO4D7n+G6gut6EqTrwsdxuJ91ECvLWX+waOkW/Oo9jovpUSQCyyWGj+P39SLqBL31YCt/1/i8BqrPiODyaji+/Le2Ij6NBG1/F8PYVolj2TD7KBw0RKxXJIZXMzv1OHWG49TCn+l69+h+RFRQl8X5JOjnOrNdA9Y9uODHisb0l+wVpKCIIop8fZkUSEFyC5Gx5ndY65aBmhJad1cz/1d7Mj7M8qnERgNj7KwyFr84RgbiRjAN34LdjAsjIteivl94/A56jBE9yRrDnGMYLFkPAKgNYdycsTscK8QOuM1jJA4dY7vh2sUY3tJMRBG+mAVR7w5/igFxhqPuKHVnu+An2GnDApuMW/TCSS4dOGmk9zvaQBQR60svWOZggG0HSagEFcmrbNkVwZb05EYHxoxDVvS4840teCuBhNrUcySUKrOOonCAZFKQN+8zMKTHgD9r+zUreM+SRxnPDs3+AHNk3lMy0at0OHsg1J0bnxZ2iS3uTBZIHRVpx3EiHFcNSV+tvRuK+shZGOxYtDO7tRqyBb32nhg+y/ZQer4dZYthH0PEl3yZKMLS1RkVI7xeYyX1PjRVgns9veSKPnIKZ2cxTTfrw2fgbie8/FR6V13dJTRbE6lUm6nvhPxo3Bpjn01ZSe/eaSLXkeBYhdetyRutlhjzZx25hIBZfD2+kNxDQrUeH35MJLGqnRWCFQlEfk3OF6GqZXs3O4txGHMGW+xJVj5pT334hfBa9n/WoFTHcbpdEJTDVUbs9yLHY9BTH7kZm/C9Jj7zMUeO9RgbIq9rBYvQKREJJbgRMahf1sJ4hVutWWT/FABgF5OLjhCO9eZ94twPsQdFqP4iHER7t/9w9l0hhUlR5mxlPw6XeUPoOxQO9SJ2StIsKtviIyrDfXYnKupY7bbXlYNwu9YK/3GadQG573BBVF6jKxarqJCbdZyEc+s4Ge6PnI9SRhI4WMHB9FyMJYxuaXyzlwPA3SkCgQZC+U/n0gCMZPAagePRWCj2AsxfRMNVUViCo86cQPa+3wMA/KhtAMviOShXWPMzDw+SVr7Vkchw4qCrGuaio/R+K5Qc5Xud/f4AgO5EQtIPsrMRdI0DpaFHhFe3tmHqJu54XXCdcHxTqA4dnpzcHoWcvJ6LCMMtZ8aiXBxLZ/SjTle0DaHjBgdMYoTYUOW4B+Z8nxNu70FmcRITuchqqOoUIpsZBrjHcuhYbQ1C6kWGHoHONQCAd85wsi0POIrO13jdxqkkK+Ocr6P+mpgYCwm155S64e1Bdkx7DPcdXJVKg3fpsSYkGzmpfF2ZETKOeCPAi3q4dYLQ/9DPwrGgmYYkv5rtbxvn+P+kzRpLBtmfreKwHKyLQl0dWfn7mwnzU4fK8P2pbEe2JQ3togD2wc1xPfq76EjKYzjZ27yW4GQOn8HnLO/loCK5PLDuB5hewyzLLkuOzcSUbXB/h0bjSALbvbGnHv8iNoN5uohO4WJvCgAgPMkFsSoaotxW6jS/6DPIBVwwhcfEQbpZ3liVKo6ti6RBXt5CQnqf6jKWtpNQvVtRwgdFFFHkDpkUSCF4xAm7KjZAvR8ooXPH2FVx3NgzJBXnGI+hM4AHuYx4E15vyJuCv7xEy/h90DPe7w1k99Ora9tJwEUnMb30y8uh6JnhDwDwsabltVtzFLIPyb6wVFr7lnAJh5npwiNd9ORfrCAB9YQMNDLrg1BRUh7v2onXtExxzrhJ2L7YaxTnP2ebiisFIehN9JPZ+QJMA1zW63aWxFDTejuExjHN53OE3tjURcLPIkANjxrWM1QvExWegXmo11BZAdvE4aO5kTAdYzt6QuldPcWxbS7d7mj0Jqxu8WX6qujAHqxKFsvLFxCmjusfgizqK1a/yOsGH+MzXfGbi8BAtnewlSnBDy7kIuYGn+tqO5/T4MzFUji6BQcT6Bm/dx/Dg+GaRARvIWJpziXZOmTViQ/CiRCvt3ONxO+0hMiObQtRWMxh6lfNcyJObrPEQ2IX57nrRbVjdwkGjVwKHRcmtmgzs103i0sw6k2049zB99SjWmwbYc3Fb7QM/fRNN1Cv4xgodKIebeLpN08292NWERGFVSmRTsTeX6H6eYZrB8VWbb+w5tF/Q3mfwmKJqEs5RL10u1TDMZjrPQzZRAqjNu5wvcx7XBjiGDPpSWTWWOhQOE6Uoe1giFF/eDqSurhLdOElLgarqGhH+UbWsRguMDRLGyYxOcX8M/S2M7S+W1GQgiKKKHKHTAqiUe8ZI29+7DiinmuAzsS4u4x8GhKEVx46fBxDSVyhlxRMQiaz1AcHwpg68rfl/3qLUTQeJDegmspTnYLNtP5lYZHQowYA8P3jjBlvxNqjieErVCNEBaXz7bFUbIC7p5s8hk8fybkr9R6wtaKF3nOZcWr8KSMchunpdDMYH1rmTcWQLWPKrgcZc3fXEjnMcHdATxg9fl8vLfzDchtulHDZ9bCK18gOE2sa9M4ovECPq47ktbqykxETwg1BS9OYMlSlFEDXKQjAcMbcJUPkPxyv9aN0jMuot1mxIKbRMwi/HnsGALA2jt4kUO2ErhYWHKkGWWBzI/kCdXYjFNmW1ENLLjvGKSgImaXsDys3xtdOruQp7GvrMBbJ9rSAaK22rA9bx0j6JSYy9XopJBG/zqSX/OdMru68qCVfExZWBX0E02tO5wjNsq90YMpW6uGKqIBUeamg1fJ1gz1RmCqNOvCek4OiVKYFF7kSWdR6VqJN4vd7JHrtkS5neDkSJfVVsZLVyofPGRtZBs1R8jVtoSyiqg9fhjBnIrHUBqK74EGiMXtDJhb1sV/OiQ2ATu31xaaH+H1zK1FvTeA5hJ7kb0xTOf6cj/A7h+RbKJhGovg56z0AALWnPZrsyVvVtnFX7iDLTgSPccu/a+vJsUVmcz4U91kjqZbI8Mc/9VRSkoooosjXl0nBKcjafowuv4KO9E3IbOZmm5ketFeVp+jGE9eFoNaeJcc6S1rszJbrWGzFNJRrJGNWZNnCLpneUVJxu/VxsVfr453AOWsWuKzRcxv1je9K+GKEW2QZbLh6b//L7Xi3l56/KoyM84JaFoDMjCtGBUl5hK9IAQAsOn8DOcvIUawW26AVzA/BNWMaAMBvkPHp01oeP/+271443WIc26Ti/1XWAchXMZ5+voAbsLS6Ei61FUkIeIDpSc0JZhqMCdtR2ko9TF9DrzDlykxUribLX77fHwBQl8L2z509BM/p9K5VmURJ3XpfPNzG2D0jlUik3dsRVyvpuZK0ZNlnVZLPOBUYggBx3oPV9/j/J8eKMH0uGftVF9hXbV1k9X/jEg3PTmZekkNESs3RC9ve4LNc3ENEVFL/OvzcqdSDQ8wcOYeIvRzi5yDAl9u5WwkEU7g4E8GF5EDGAsgj+FqFwrGQMb+mlKjHegn1aR5+CEGD5COuuxAdDHjGor6DY2yZ6Isr5qsYFkU/cizL57V9bP+Oz414ex7Lsxu7qBdzqR9qR4gGIhx/CwDwbqRX3t+xGpYmIiyd4SkAwDbDLQScZf99NoOoR+dmwulAcl8P3uS1siOoz5iaLER6s1/09txv4nBpCzRBvG6HL9GmTZEnDD7MkiX+mlPawY0RQO+Mbnx2VQzYu5RJET54xMfLW7OzMbcQOGMhThM+zQ52i+ADWQS0o1WcAbHOh5OsqyIaeV4ciOOaNABARFE8TlzmAPhTAJXtP4vGxHNPC9QuJIau1HPQrRzuxcAWXmPaThqRUbU1asNpBAxqQsVlWkLkouF6NNSzbYUeJJeW6wJRD8K33W0kel4cyoVkorE5FsKw4SnORVxMjUP7Fk7W7mGGOuo0K/SO8Hv2LiTFzmTy2X2XhWDKMJfhuqp57xZrNbwyOHAL5/PCDdmDSLYWy52TGHpoLnEyVi59F33XWGOf0k/DZdBcwDuB1KWHWDbuNmxGmZkD7GF/nt32YSYRZ0RCDWaqeb0/9JOwi+hwwrAz7z+sJiEZ4c0qSlTOxtg4U2qt+VzjMeQwC794hWHJn09xko+MfQHN50wzX3YkSZwSzdDrtDuQvIt1J1eepj5/vq8fJyNouCwc+ZxuGQkwP8I2qQYZqqRbsOJvyv4x3Ehi6PRiP48j/L1fBxI7eDiOo5m7K+kGZYR6sb0Fjgwz3rXgpJxuNx8u9f4AAO8OstBtZZbojOUYsxM7Xs/t4oYze3EB/vactEl6EpN1umhY1HFh2EgQDb5V0RA0pQxR0jYz7DIf4Zh7SFqI+gE6p+Io4fTsW1CVz3Fx/yaGWMWVXXD6jH1gu5npx7Y2EsLqnQ6oTORvb+xWzn1QRBFF/ga5m2Pj3gewEkDbbUfR/xbAKgCjACrB4+GM4rPtALYBGAPwrCzLp7+qET7e8fILT2Zh1PYMLC2YhpMTuGlE1ynCrE9XXUYMOTHUVBEuO8ywQZE4XDXOnZaxu8cAnSvXB+RsYuHJYwdosfttrSFJ9EQBgYS4BZdlXJmbAgB40kTvc83yJnwy6CVPVNGD/fF+xiB/LB9BWTvTYQ/Z0AKfCTZCc5iQ2ErsrxhXVwvnR/n6cDqN82YHenYbq1xYW3BFXFEVoajl4zK6d7MdzQH0oJFaQtmsS71wj+AOvkY1v6P2rML5m6zOfD6PR8pVPQW4NtBj+MY9CAA4lE9ENJLUifVVbE+WA9sfN5qHjFZ/AMDsDkLSnNPLMbSS3ulmHis8V4qlxbZ6R1gvFWdoZJDEC/CdgQwvsrJv1TJ0+eMgibJrmut4Ko4e+oKA4f3yw/CwIPQfyroEANgRNA+r0lm45VrA636wjuFJiKkGgddIylnZMoX4duQ0LJxFhKDfQb2Ubf0BQrqI+GxG+V54DtFb9ejvkW0igWlbxUpCO4uzMCyhPs40sI8TuguhUXOsuC7gvTLqiJoMBndY9pF8dDcyLLni5g7Thwzh5CUcT9FOJItHQ87BWC8O2i2nPsLMOjisJCrIaOFzNuvUiDJyDvbPIKJwHye5fe4X6/HkE78HAGTVcCz0jluie5CfG5IZDpaesEOoM1GS6TqrPyPU1FmJayemzWF/vrRyxjeGFHaBZ0PeLmcBRMmyHAOgDMB2AJAkaQqAjQAixW/+JEmS5V3cQxFFFJkkclecgiRJ/gCOfYkU/ttnDwBYJ8vyZoESIMvyr8RnpwH8Upbla//X9b3UfvIT/j/Be7oWOAlCaPogN93MGqX1HxpqwLJZ3JQUbkzx+Cf7o2KMq84cu0S9uDEGy5zpwcvq+J7eiYjBxfZhVKUTiWgdSUZdWmCLkKOMk9s8SAKFGTtRKzFu9Aphmsj6LC2vnXQO7f4sdipspTeTZAmN3+M9F9TTm/Rmn0fQFHIUlzPIFfhbMo7s19VgzINtiylj+qzu6RUoOUwiMmFUHLI7zPUW0ip/SGK9wI1a4bXxIZb40nt0tpAsHFy3DP7pRDR/7mLRlyGXv7ve7Q2DP/dMmK6iDqzbjehzJNIaMvH5Aua9hxbhxaxHiSjGGohmhofsMOpPj1RgS1SQcKwUDouZBpsWx3Y0qclZNF69D50lvH6vM/WS0mAPzZ+INppfY0o1d8EsbPcUe0c0Uu9ZPfRX61QyNl1kytDAbsLmC15oXcoYfrD5FwCAz+qfwQo7fu+miKGX5pNwdtBeg0M7f1zoQ0J42kA+9l/kMwfNI4JL7Tdi9YNELC5HWJ59TEV991U0wUNsFjtjnG3sGYnA2CC5Hn00V9r2tDwHANA2Lsc7aqKj5ZbkjZyHmtF9lcVLThvIWeWYqhB+hcSi3peIa/RhrvIdPH8Glnn8rCOZz4aBNFx4jyipbynnyBynfeiZSTSgbSU6GmvlfdabbqEzn/346ifPTtjah+8A+FS89gaQcdtnDeK9/1PGNRKGklV4AVsAkau196AS9PU8CDa9rgEWQdwoI7iCA61hxBkqDw7gblHF+OB4K4qJAOHjxgxDeiHhYWCcFuNPMJqxL/slACClPA1vBHGCvuvDwWzcNwB5LmsiahtJQgV5sl3qNgeMmUlWLtjEnaSN6fGYKfZjbG0koRbs6IVycIJueJxhSeO7onZgRjBcLpBQtdhCg+Hd+CL8o1iz0DrEiddYyGuu6LFF+n5OgmVP8r2r1jNRlkMQNhbICdrV5YRBGw7clWPc7SfvaZKLG85YYPQREq6WezhIwpYcRm4jKx/vHyNB2Rz3Opw/5iKptmgatatV3Ihl9VxrqCo5ZEIM7B+7NUZc7eH9a46ReW8I5aRc5nwGvhFsY0a9gNwhSxH5PnU6lEAicFpZA/akEtbb9HOC6qeSib+ptcbbP+d1z3/A7zhudoMqi3n7oRQubX9kpQzTWa4FiOwRbdQxjCi0Bk74kaQMrBQ7OsW2Yvps1mukORLeO2dvQFga/d6uVmapwsRBvQFLzuLyIMeRRy917Pe5L/Y/zQlfcpHhQ28vY9zXZr+JiiKx5qCU9QR24eHof5YTWd5BAnPIoh6uT1CXF0Ufe4pTwb37LBC/huFgeib7E26rsWEbx0CPloSu7lw8av1I8npOpQF3cOYk+EN/MrzF4qi7PQ3m7yIaJUl6BYAZwEd/w2+fkCQpW5Kk7KHhvr+nGYooosg3KH8zUpAk6TGQgFwg/1cM0giIAxUoBvHe/xBZlncC2AkAzm4GuVbqwuiwC4oyWAGXsohQ3qqE1t9xZjRihgi54MmVdKXaINj8ghBaP+NtAEC+dgs6TeIg0FKSRG4JtJrmwUzYneC2YLk+rHZsap+D36roPc6By6Ttg8LRMs5mZwYzfWbVTcPVYfks+h1Zh+7wGT1B1ppizBIq8OqgSh3bfNCs4W8u+THEsbGj1dc0dUETx+9dC6JHWnoyDl7tvG5OD78X5cq2ljReR9N7tN/FR5kaxflxBP1QlGIeIBz31bqjrINe7FwxrzE1nF7Q1JGJ1jfo9aYN01MXhyUgqOxNAEDNGabBTJ29uKWhR4wkOMKbo0RNpd0ZOOTP5+zMJFxevLgfvp3Ub0gA+2K4hTn7Ia+5aC0mnF0VwnbbO+zBuIEhU2opUdWtMlckuont45bz+ssHOYwqvujG4WGuwXCYJ3ZzrtoB83X2bVPs6wCAmaYfoHAzl1YveJOVkvUq6iww4j649XA9QUGoOHhV543qASKnhy4zTan54QW4VfO+wXZcnxFYzdBzfMAZ9rlcT3AsjilPec6v0GlPdGkZwxTqKpU/AOBE1JNIqSYaOOtJJHBrkSOidxPlVs3i9wNrdKjbx3v2Ps0QZ9abTDmed1PDQs1wZriXuo1TZyGvjSsgexeQ1BxP+DMCxE7hjk4iPf020VX89DSc7/l6dQp/E1KQJGkpgB8DWC3L8uBtHx0FsFGSJBtJkgIAhAD4eqsxFFFEkW9V7iYluQ9ACgBXAK0AfgFmG2wAdIqvZciy/KT4/isgz2AG8Lwsyye/qhHqkDDZ/9934Dut7agcZQotq5Yx5YIG2hzfKAdUqsUKwCC6sLbDw3CbztdL2xiHv+79GmIlej+dOO/B6EwU0fjxUpgd6FUNvfTUJtcOlLsTFbiWiTMSfDXou0VLPqbj9UvcSf6FWZQjYzc/s8YSSc0AABACSURBVHlUrLeICEFyC9t2aZjeQeMWDHMRyT7HUFbdFdjx//i9r+HjIG4t9lIdiayMFUPICicHsdafBTQmsR+EbBxE3HWx5n8x4/dh8wBcSshL2HsztWa+mgeTH/XWbaKHtvFhtd73FvjgzzsYd5ZaMSZNyQ3D2DwSfOoPySO4PZoMlS11U+TxZdqM7djYMQC1mTX+l4fI1wR5qZHzKQnRkGjyNZ1i81P/s/cjLYGBbNQM6ifnsDtWzSYBZ24SR9AlXUHbdT6zxonVnE6+RINt2aOYBqb9+g30ytfezcH0ZVxnUe9A0u1o5wzML+dzhfsxVTeiYRx+JMkMjxyimfUV1Mf5xHOIdGRaePH9REaGhiBc96J+R8TBxZee/xMAoNenAa45rGg0RZPbajgYCD8DV5m2GkilDTxDnkT/Xig6rIl2BxrI1zhsOI4Vw0QFJXvJtYw/04feYuq3foDvZYpzSJ7PHketDzkWUyURwJw4RwwmcvxlinU5B2uX4+WjRJzHF/J7TlryKXKFG6aJvSHeeGvZP85uzrqgQHnO6/8M+w4/3LDl4Iyp4Dbj4V1kd81WeWj051Jbx162+UxrNBZGkJRx3Uui8UqCP/qmM8c804Mc5+huLuXVbFyE8zUpAIDofk5AF5d6yHUckC1jzA5kOLdifiAnWmgVJ5frEBV7IPYYxq5w4q8bJCx8c/k6zCri4NeWkNCqsLDCaBu/NyqSNoEit25MtYH6VRqxmlMkIX8Ya8JvJBqstbLYAt2T4YmmuwjyQRqUkkFOOI/Z3Ri0p6GwnMaBllW/CyvOMDPSKRaN1ZmYqbmlnoawVdTbM6nMlX8Q24fuPZysIXFkq8c0oYis4utDMSRg+7u4TDqo0QKF+WzbVD1rDTrmTcXyTE6g7FHWJDSLkEUu+AThdjwyb28KjWuE1z703NwOAEiqI/kYPRSPMyo+l2sK+9P6l6KkeGkLhnU0fuHpfN4ih3EMgBNp2gPUX2ZHN5bXMRs0UEh4rTEz0yB7DyDNhmFoj9iVW7fFiGPLfwQA6GrnOHEeBvoG2UdSAcnSwgUE0/t3nkdH7yt8TgONybOBOly+yD6reo/3SvgRncfxgctYHkqjarzMPrAeu4oaM8d1jAPHyaWef4VuKnUUnc4KxYYojvnankSozIT+Az68bluQPabc4PjWrWK721ujsCWPeigepZFq19LRJXv04eNuktlXf6Ts5qyIIor8DTIpkIKXi5+8bcVP4NpZjFY7EnvO0STRXH1EZVm+PzoX0QO17Rb70LlUo1xD6/2cxKxoqtUgbFsIAefPpiU9nUpLGWvphOtrWEd/nyAcd8SXYd4g054tekKu9ltXUdDBqshn9GI5cCChaYFRQsUpkfPUEil4hZ9EvCeXuKZXif3zWnLhNMz01Pxp9E71zWzPtVu3UPIwvcesKnrtOPsIXDenAQBUBYTvHrPpPbvPlWMwkbD9ZijJqN7uNxAexO9F5z0GADjSlo2w5UQKff30UlMs6DX1FwzQ+x4CAOxsJJx9OPEcBsS2dMnW1MdxDx08S0nA1aylF+zbS8I0+logVI+JXXD6iBgyPGow0EbIvFAiKXb+Ej9zDbCBw0JRu3+NUFq1sBjjO+jV3MVOycXJZ9Fzg15bByIX+1iGjesLD+HCPi6n915EdFUR0onYcr62GhTLth3CUN7FcC67k7r1CuNzdC1xx+xXiVTGr3J8vVWZBLj681lsea/cHivEafmbRsGXs/XACzufxlyJ4eC1Aj5LbWEQ9GHUn1cEx4ftGJfVf2L7KbSFRFjxQUSl5eUF6DQzBZy4idf/y8sueCiA4zNrIVFpRBvRgYsa8CtlH7RHkZrTDQXgrVFW7y4a59gJ6V+BIlFl6ezMkOz8AGtR5nn74Uq32Bv0ty8qSEERRRT5+jIplk6b1KNoj67HuKsHrM+xgGc4nPxkaSE9o6MuGgESraHOm7HlwZI4bHSlB2gMo9dZduNRfGTPlFtoB1NZxZaM90705+IpE+1gaiw5g80Z0cgSx6Sv2sVU1r4kZ8xwZFyd2Ufv/qxYLltYGoPkFSycSW9iCiy0eyW6OxjDGSNp2UPfWQKff2KaLfsQ23txkKvyPNzux/ZBPmdxA0m3gquDuNXF9g7/mMVFMSX0YAGrVajsI/rpzObzPlqyFRlrSRyezWP7191shuQtCnFkeqeGQSKAtsgeFOUyZo3pYIzeMm0IN5y5rLfeRxR1uXvAz506sj1G1HHTQNR2K6QK+isk6lxVHDreugWY0cd4vcvMdmf40FttVO/GSD19bXN/DQBgy+EolFuSgzDZsELVVDmC9Z6svEzXkRvy7uc9c83x2LpNHPlWLY55L7uOt4J4j5eP0MvWLTBjhliFqullqq42chcAYM57idDOI7IY+FcixWrDBrRUEQXODOQ947SfAcNEEt4WJFL/bSfXhFhd/QTnHHjdup+IisMrfvCvYHpSN0a9WwdzjcXK4/loeJgp7nM1JA7Xar3QZ2TM3/lnbik4ZVslPEfIxQTXEeEsciQCOFbdAIs15LmKs6iDKaP52OTJjVuLstiPA9OL0NTM63p8TjQYPE+cVObZi3B/IlpSkV8tClJQRBFF7pBJwSno/QLkjS+9itxbflhgRY/RbMtUnftUIoDyqiyYBujNPBZydeCu9F5ssOThp9UuOwEAmxqiMTbEYpucESKGFi96+0X2djAdZpHOxQcZ75nNTujIYdztEEEr69J+H+pbyfY/OcBYMUvNk5csplrDuY6rGG/109OMutui/Qr1aPJhOszD+U9o/ozxpkWMiKdlfuZkykbscnqHXhd6prasZtipeI9ZS1h89Vk10UHs4L8gTXoMAOBWKdZ6dPtiSiM9xb88TI7Dt74CvXmMPRN+Sh0FphF9mLXxsDeyOGruKBnw3RsOYXMLPe7PRUrrfvcgZI7RS2tjBJPdzM8i8gcw8jiLYlS1bEdj6HSs6yLqOVDGgh+fYN57vLwANu78TC0zE3O8qAuWF6jb1mHGxgFLnVHhQST2Izt61cIWFpfZj72Jdlv2i+kqkc5A1HzEWzLdOLZBrHp8xxqpD3LMrBkl+jrZRf3fr9dgyl7yHrVhzG7Ne2wJrNX0yHpLFszhQD7wIPv0zBdMg7ac5ApUi14rvNnODID7elHo1b0b5kFmKcZbyGfERDF+d71xFu8/QCQpd7GN+pu9WOvJEvmsXrajv98eY05EXdkSuYTwRn5f1ToLw2tYcFYXyrE8b681tN8lH3GmiBzOqoGZqIoVY/ECt7Xr6WcmRhNixGyRGv/VO1v+cVKSbi7B8poVv0VgojPKIznhoqqJBYuqmSIqsnXGKm/mcY+JcqlfSdewu+tnAIAHfDiRqj/Mxo7HWN1l9QEJtVdtSSBe9vNGrWEvACCijsRg4ti7+I96hhf1FoTjyyI8ofdmSkyuJ9ys8BI7DnVpMJ7GwexlZl3D2YQRjKk5SfxE2qy4ohYBhhS2t4gpz6RpXIqsv38vtDYknFp1rJlP7luGW5WE4footiNNtOuHnV44rOWgDvfi5BmTjsAo2tTtz7An6PASHBmijhIktn/Em89+8fgoNm7hhL5uYmiWqF4Psz8Nlct+Gtzy2SZE+YiDcE+wTr+qm6GRfbA1AvyZpuwqZW3CzdIiLJvGU73TLGhoW21Z+ZfU0IUYcURdjn8NAMDX+7toKeL1Gh1YUxFQNI74Cg7662t4gG3JEEM03/xonJhLfU9JpYG2mzYDcZYMi7ISCfMdDgVA8zCN1+BOTmg72l2oTmpht5XXGG0iYfvd3Dz4RvDZnZPZxp6SLpR8TIOyUxzUm/OgMMKfVaE25J8BAHNEvZ6FdxBu1NDomccI/dsDSTSv8tLh4iifL9KKc8yjOQMVFjRcDmLS2uiccK2Zxj8lhOGGhQ1T7zWNo7Bo5xi7GcAxgWELvGzJas5DMknWWTUZqNZwjcsjahrTHaEMH/S3lqEtMA0AcOwnjylEoyKKKPL1ZVIgBUmS2gEMAOj4ttsCVm4q7fgvUdpxp/wjt8NPlmW3r/rSpDAKACBJUvbdQBulHUo7lHbc23Yo4YMiiihyhyhGQRFFFLlDJpNR2PltN0CI0o47RWnHnfL/fTsmDaegiCKKTA6ZTEhBEUUUmQQyKYyCJElLJUkqlSSpQpKklybonj6SJF2QJKlYkqSbkiQ9J953liTprCRJ5eJ/pwlqj6UkSbmSJB0TfwdIkpQpdPKpJEmqCWiDTpKkzyVJuiVJUokkSTO/DX1IkvSC6JMiSZL2SZJkO1H6kCTpfUmS2iRJKrrtvf9VBxLlLdGmAkmSpt3jdvxW9E2BJEmHJEnS3fbZdtGOUkmSlvw99/7WjYI4F+JtAMsATAGwSZwfca/FDOCHsixPAZAE4Glx35cAnJdlOQTAefH3RMhzAEpu+/vXAH4vy3IwgG7wgJ17LX8AcEqW5XAAU0V7JlQfkiR5A3gWQLw4UsASPEtkovSxC//znJO/poNl4JaDIQCeAPDOPW7HxJy3Isvyt/oPwEwAp2/7ezuA7d9CO44AWASgFICneM8TQOkE3NsADrb7ABwDIIGFKVb/m47uURu0AKoheKbb3p9QfYBHAtSDWxlYCX0smUh9APAHUPRVOgCwA8Cm/+1796Id/+2zBwB8JF7fMWcAnAYw82+977eOFPBfg+BLuauzIr5JEYfdxAHIBKCXZblZfNQCQD8BTfh3cCPccfG3CwCjLMtm8fdE6CQAQDuAD0QY8xdJkjSYYH3IstwI4N8A1AFoBtADIAcTr4/b5a/p4Nscu98B8OX+p99oOyaDUfhWRZIkewAHwE1me2//TKbZvafpGUmSvjynM+de3ucuxArANADvyLIcB5ad3xEqTJA+nACsAY2UFwAN/ieM/tZkInTwVfL3nLdyNzIZjMJdnxXxTYskSdagQfhIluWD4u1WSZI8xeeeANrucTNmAVgtSVINeIbPfWBsr5Mk6ctNcCZCJw0AGmRZzhR/fw4aiYnWx0IA1bIst8uybAJwENTRROvjdvlrOpjwsXvbeSubhYH6xtsxGYxCFoAQwS6rQMLk6L2+qSRJEoD3AJTIsvy72z46CmCreL0V5BrumciyvF2WZYMsy/7gs6fKsrwZwAUA6yawHS0A6iVJChNvLQBQjAnWBxg2JEmSZCf66Mt2TKg+/pv8NR0cBfCoyEIkAei5Lcz4xmXCzlu5l6TR1yBUloNsaiWAVybonrNBGFgAIE/8Ww7G8+cBlAM4B8B5AvWQAh7kCwCBomMrAOwHYDMB948FkC10chiA07ehDwCvArgFoAjAHvCMkQnRB4B9IJdhAtHTtr+mA5AQfluM20IwY3Iv21EBcgdfjtd3b/v+K6IdpQCW/T33VioaFVFEkTtkMoQPiiiiyCQSxSgooogid4hiFBRRRJE7RDEKiiiiyB2iGAVFFFHkDlGMgiKKKHKHKEZBEUUUuUMUo6CIIorcIf8J8LVYiMkmnmYAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "i = 0\n",
    "for (source, target) in dl:\n",
    "    plt.figure()\n",
    "    show(source)\n",
    "    show(target)\n",
    "    if i == 0:\n",
    "        break"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 36,
   "metadata": {},
   "outputs": [],
   "source": [
    "data_2 = NoisyDataset('dataset/train', train_noise_model=('text', 0.3)) # Text corruption without clean targets"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 37,
   "metadata": {},
   "outputs": [],
   "source": [
    "dl2 = DataLoader(data_2, shuffle=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 40,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<Figure size 432x288 with 0 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "i = 0\n",
    "for (source, target) in dl2:\n",
    "    plt.figure()\n",
    "    show(source)\n",
    "    show(target)\n",
    "    if i == 0:\n",
    "        break"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
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